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#Set training data and test data
train = read.csv("train.csv", stringsAsFactors = F)
test = read.csv("test.csv", stringsAsFactors = F)
Histogram/Plot the attributes
library(ggplot2)
hist(train$MSSubClass)
hist(test$MSSubClass)
boxplot(train$MSSubClass)
boxplot(test$MSSubClass)
library(ggplot2)
train1 <- data.frame(train$MSZoning)
ggplot(train1) + geom_bar(aes(x=train$MSZoning))
test1 <- data.frame(test$MSZoning)
ggplot(test1) + geom_bar(aes(x=test$MSZoning))
Mode <- function(x) {
ux <- unique(x)
ux[which.max((tabulate(match(x, ux))))]
}
hist(train$LotFrontage)
hist(test$LotFrontage)
boxplot(train$LotFrontage)
boxplot(test$LotFrontage)
median(train$LotFrontage, na.rm= TRUE)
## [1] 69
median(test$LotFrontage, na.rm= TRUE)
## [1] 67
hist(train$LotArea, xlim = c(0,55000))
hist(test$LotArea, xlim = c(0,55000))
boxplot(train$LotArea)
boxplot(test$LotArea)
summary(train$LotArea)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1300 7554 9478 10517 11602 215245
summary(test$LotArea)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1470 7391 9399 9819 11518 56600
train2 <- data.frame(train$Street)
ggplot(train2) + geom_bar(aes(x=train$Street))
test2 <- data.frame(test$Street)
ggplot(test2) + geom_bar(aes(x=test$Street))
train3 <- data.frame(train$Alley)
ggplot(train3) + geom_bar(aes(x=train$Alley))
test3<- data.frame(test$Alley)
ggplot(test3) + geom_bar(aes(x=test$Alley))
train4 <- data.frame(train$LotShape)
ggplot(train4) + geom_bar(aes(x=train$LotShape))
test4<- data.frame(test$LotShape)
ggplot(test4) + geom_bar(aes(x=test$LotShape))
train5 <- data.frame(train$LandContour)
ggplot(train5) + geom_bar(aes(x=train$LandContour))
test5<- data.frame(test$LandContour)
ggplot(test5) + geom_bar(aes(x=test$LandContour))
train6 <- data.frame(train$Utilities)
ggplot(train6) + geom_bar(aes(x=train$Utilities))
test6<- data.frame(test$Utilities)
ggplot(test6) + geom_bar(aes(x=test$Utilities))
train6 <- data.frame(train$LotConfig)
ggplot(train6) + geom_bar(aes(x=train$LotConfig))
test6<- data.frame(test$LotConfig)
ggplot(test6) + geom_bar(aes(x=test$LotConfig))
train6 <- data.frame(train$LandSlope)
ggplot(train6) + geom_bar(aes(x=train$LandSlope))
test6<- data.frame(test$LandSlope)
ggplot(test6) + geom_bar(aes(x=test$LandSlope))
train6 <- data.frame(train$Neighborhood)
ggplot(train6) + geom_bar(aes(x=train$Neighborhood))
test6<- data.frame(test$Neighborhood)
ggplot(test6) + geom_bar(aes(x=test$Neighborhood))
train6 <- data.frame(train$Condition1)
ggplot(train6) + geom_bar(aes(x=train$Condition1))
test6<- data.frame(test$Condition1)
ggplot(test6) + geom_bar(aes(x=test$Condition1))
train6 <- data.frame(train$Condition2)
ggplot(train6) + geom_bar(aes(x=train$Condition2))
test6<- data.frame(test$Condition2)
ggplot(test6) + geom_bar(aes(x=test$Condition2))
train6 <- data.frame(train$BldgType)
ggplot(train6) + geom_bar(aes(x=train$BldgType))
test6<- data.frame(test$BldgType)
ggplot(test6) + geom_bar(aes(x=test$BldgType))
train6 <- data.frame(train$HouseStyle)
ggplot(train6) + geom_bar(aes(x=train$HouseStyle))
test6<- data.frame(test$HouseStyle)
ggplot(test6) + geom_bar(aes(x=test$HouseStyle))
train6 <- data.frame(train$OverallQual)
ggplot(train6) + geom_bar(aes(x=train$OverallQual))
test6<- data.frame(test$OverallQual)
ggplot(test6) + geom_bar(aes(x=test$OverallQual))
train6 <- data.frame(train$OverallCond)
ggplot(train6) + geom_bar(aes(x=train$OverallCond))
test6<- data.frame(test$OverallCond)
ggplot(test6) + geom_bar(aes(x=test$OverallCond))
hist(train$YearBuilt)
hist(test$YearBuilt)
hist(train$YearRemodAdd)
hist(test$YearRemodAdd)
train6 <- data.frame(train$RoofStyle)
ggplot(train6) + geom_bar(aes(x=train$RoofStyle))
test6<- data.frame(test$RoofStyle)
ggplot(test6) + geom_bar(aes(x=test$RoofStyle))
train6 <- data.frame(train$RoofMatl)
ggplot(train6) + geom_bar(aes(x=train$RoofMatl))
test6<- data.frame(test$RoofMatl)
ggplot(test6) + geom_bar(aes(x=test$RoofMatl))
test6<- data.frame(test$RoofStyle)
ggplot(test6) + geom_bar(aes(x=test$RoofStyle))
test6<- data.frame(train$RoofStyle)
ggplot(test6) + geom_bar(aes(x=train$RoofStyle))
test6<- data.frame(train$Exterior1st)
ggplot(test6) + geom_bar(aes(x=train$Exterior1st))
test6<- data.frame(test$Exterior1st)
ggplot(test6) + geom_bar(aes(x=test$Exterior1st))
test6<- data.frame(train$Exterior2nd)
ggplot(test6) + geom_bar(aes(x=train$Exterior2nd))
test6<- data.frame(test$Exterior1st)
ggplot(test6) + geom_bar(aes(x=test$Exterior2nd))
test6<- data.frame(train$MasVnrType)
ggplot(test6) + geom_bar(aes(x=train$MasVnrType))
test6<- data.frame(test$MasVnrType)
ggplot(test6) + geom_bar(aes(x=test$MasVnrType))
hist(train$MasVnrArea)
hist(test$MasVnrArea)
test6<- data.frame(train$ExterQual)
ggplot(test6) + geom_bar(aes(x=train$ExterQual))
test6<- data.frame(test$ExterQual)
ggplot(test6) + geom_bar(aes(x=test$ExterQual))
test6<- data.frame(train$ExterCond)
ggplot(test6) + geom_bar(aes(x=train$ExterCond))
test6<- data.frame(test$ExterCond)
ggplot(test6) + geom_bar(aes(x=test$ExterCond))
test6<- data.frame(train$Foundation)
ggplot(test6) + geom_bar(aes(x=train$Foundation))
test6<- data.frame(test$ExterCond)
ggplot(test6) + geom_bar(aes(x=test$Foundation))
ggplot(data.frame(train$BsmtQual)) + geom_bar(aes(x=train$BsmtQual))
ggplot(data.frame(test$BsmtQual)) + geom_bar(aes(x=test$BsmtQual))
ggplot(data.frame(train$BsmtCond)) + geom_bar(aes(x=train$BsmtCond))
ggplot(data.frame(test$BsmtCond)) + geom_bar(aes(x=test$BsmtCond))
ggplot(data.frame(train$BsmtExposure)) + geom_bar(aes(x=train$BsmtExposure))
ggplot(data.frame(test$BsmtExposure)) + geom_bar(aes(x=test$BsmtExposure))
ggplot(data.frame(train$BsmtFinType1)) + geom_bar(aes(x=train$BsmtFinType1))
ggplot(data.frame(test$BsmtFinType1)) + geom_bar(aes(x=test$BsmtFinType1))
hist(train$BsmtFinSF1)
hist(test$BsmtFinSF1)
ggplot(data.frame(train$BsmtFinType2)) + geom_bar(aes(x=train$BsmtFinType2))
ggplot(data.frame(test$BsmtFinType2)) + geom_bar(aes(x=test$BsmtFinType2))
hist(train$BsmtFinSF2)
hist(test$BsmtFinSF2)
hist(train$BsmtUnfSF)
hist(test$BsmtUnfSF)
hist(train$TotalBsmtSF)
hist(test$TotalBsmtSF)
ggplot(data.frame(train$Heating)) + geom_bar(aes(x=train$Heating))
ggplot(data.frame(test$Heating)) + geom_bar(aes(x=test$Heating))
ggplot(data.frame(train$HeatingQC)) + geom_bar(aes(x=train$HeatingQC))
ggplot(data.frame(test$HeatingQC)) + geom_bar(aes(x=test$HeatingQC))
ggplot(data.frame(train$CentralAir)) + geom_bar(aes(x=train$CentralAir))
ggplot(data.frame(test$CentralAir)) + geom_bar(aes(x=test$CentralAir))
ggplot(data.frame(train$CentralAir)) + geom_bar(aes(x=train$CentralAir))
ggplot(data.frame(test$CentralAir)) + geom_bar(aes(x=test$CentralAir))
ggplot(data.frame(train$Electrical)) + geom_bar(aes(x=train$Electrical))
ggplot(data.frame(test$Electrical)) + geom_bar(aes(x=test$Electrical))
hist(train$X1stFlrSF)
hist(test$X1stFlrSF)
mean(train$X1stFlrSF)
## [1] 1162.627
mean(test$X1stFlrSF)
## [1] 1156.535
hist(train$X2ndFlrSF)
hist(test$X2ndFlrSF)
mean(train$X2ndFlrSF)
## [1] 346.9925
mean(test$X2ndFlrSF)
## [1] 325.9678
hist(train$LowQualFinSF)
hist(test$LowQualFinSF)
mean(train$LowQualFinSF)
## [1] 5.844521
mean(test$LowQualFinSF)
## [1] 3.543523
hist(train$GrLivArea)
hist(test$GrLivArea)
mean(train$GrLivArea)
## [1] 1515.464
mean(test$GrLivArea)
## [1] 1486.046
hist(train$BsmtFullBath)
hist(test$BsmtFullBath)
hist(train$BsmtHalfBath)
hist(test$BsmtHalfBath)
hist(train$BedroomAbvGr)
hist(test$Bedroom)
hist(train$KitchenAbvGr)
hist(test$KitchenAbvGr)
ggplot(data.frame(train$KitchenQual)) + geom_bar(aes(x=train$KitchenQual))
ggplot(data.frame(test$KitchenQual)) + geom_bar(aes(x=test$KitchenQual))
hist(train$TotRmsAbvGrd)
hist(test$TotRmsAbvGrd)
ggplot(data.frame(train$Functional)) + geom_bar(aes(x=train$Functional))
ggplot(data.frame(test$Functional)) + geom_bar(aes(x=test$Functional))
hist(train$Fireplaces)
hist(test$Fireplaces)
ggplot(data.frame(train$FireplaceQu)) + geom_bar(aes(x=train$FireplaceQu))
ggplot(data.frame(test$FireplaceQu)) + geom_bar(aes(x=test$FireplaceQu))
ggplot(data.frame(train$GarageType)) + geom_bar(aes(x=train$GarageType))
ggplot(data.frame(test$GarageType)) + geom_bar(aes(x=test$GarageType))
hist(train$GarageYrBlt)
hist(test$GarageYrBlt)
ggplot(data.frame(train$GarageFinish)) + geom_bar(aes(x=train$GarageFinish))
ggplot(data.frame(test$GarageFinish)) + geom_bar(aes(x=test$GarageFinish))
hist(train$GarageArea)
hist(test$GarageArea)
mean(train$GarageArea)
## [1] 472.9801
mean(test$GarageArea)
## [1] NA
ggplot(data.frame(train$GarageQual)) + geom_bar(aes(x=train$GarageQual))
ggplot(data.frame(test$GarageQual)) + geom_bar(aes(x=test$GarageQual))
ggplot(data.frame(train$GarageCond)) + geom_bar(aes(x=train$GarageCond))
ggplot(data.frame(test$GarageCond)) + geom_bar(aes(x=test$GarageCond))
ggplot(data.frame(train$PavedDrive)) + geom_bar(aes(x=train$PavedDrive))
ggplot(data.frame(test$PavedDrive)) + geom_bar(aes(x=test$PavedDrive))
hist(train$WoodDeckSF)
hist(test$WoodDeckSF)
hist(train$OpenPorchSF)
hist(test$OpenPorchSF)
hist(train$EnclosedPorch)
hist(test$EnclosedPorch)
hist(train$X3SsnPorch)
hist(test$X3SsnPorch)
hist(train$ScreenPorch)
hist(test$ScreenPorch)
hist(train$PoolArea)
hist(test$PoolArea)
ggplot(data.frame(train$PoolQC)) + geom_bar(aes(x=train$PoolQC))
ggplot(data.frame(test$PoolQC)) + geom_bar(aes(x=test$PoolQC))
ggplot(data.frame(train$Fence)) + geom_bar(aes(x=train$Fence))
ggplot(data.frame(test$Fence)) + geom_bar(aes(x=test$Fence))
ggplot(data.frame(train$MiscFeature)) + geom_bar(aes(x=train$MiscFeature))
ggplot(data.frame(test$MiscFeature)) + geom_bar(aes(x=test$MiscFeature))
hist(train$MiscVal)
hist(test$MiscVal)
mean(train$MiscVal)
## [1] 43.48904
mean(test$MiscVal)
## [1] 58.16792
hist(train$MoSold)
hist(test$MoSold)
hist(train$YrSold)
hist(test$YrSold)
ggplot(data.frame(train$SaleType)) + geom_bar(aes(x=train$SaleType))
ggplot(data.frame(test$SaleType)) + geom_bar(aes(x=test$SaleType))
ggplot(data.frame(train$SaleCondition)) + geom_bar(aes(x=train$SaleCondition))
ggplot(data.frame(test$SaleCondition)) + geom_bar(aes(x=test$SaleCondition))
Dimensions of the dataset for both the train and test dataset.
#Get dimensions of the train dataset
#There are 1,460 rows
nrow(train)
## [1] 1460
#There are 81 columns
ncol(train)
## [1] 81
#Get dimensions of the test data
#There are 1,459 rows in the test data
nrow(test)
## [1] 1459
#There are 80 columns in the test data
ncol(test)
## [1] 80
Determine features/variables that are categorical and numerical in nature in the train dataset
categoricalTrain <- names(which(sapply(train, class) == "character"))
#43 features are categorical in nature
length(categoricalTrain)
## [1] 43
categoricalTrain
## [1] "MSZoning" "Street" "Alley" "LotShape"
## [5] "LandContour" "Utilities" "LotConfig" "LandSlope"
## [9] "Neighborhood" "Condition1" "Condition2" "BldgType"
## [13] "HouseStyle" "RoofStyle" "RoofMatl" "Exterior1st"
## [17] "Exterior2nd" "MasVnrType" "ExterQual" "ExterCond"
## [21] "Foundation" "BsmtQual" "BsmtCond" "BsmtExposure"
## [25] "BsmtFinType1" "BsmtFinType2" "Heating" "HeatingQC"
## [29] "CentralAir" "Electrical" "KitchenQual" "Functional"
## [33] "FireplaceQu" "GarageType" "GarageFinish" "GarageQual"
## [37] "GarageCond" "PavedDrive" "PoolQC" "Fence"
## [41] "MiscFeature" "SaleType" "SaleCondition"
print(" ")
## [1] " "
#Count the number of features that are numerical in the test dataset
numericalTrain <- names(which(sapply(train, class) != "character"))
#38 features are numerical in nature
length(numericalTrain)
## [1] 38
numericalTrain
## [1] "Id" "MSSubClass" "LotFrontage" "LotArea"
## [5] "OverallQual" "OverallCond" "YearBuilt" "YearRemodAdd"
## [9] "MasVnrArea" "BsmtFinSF1" "BsmtFinSF2" "BsmtUnfSF"
## [13] "TotalBsmtSF" "X1stFlrSF" "X2ndFlrSF" "LowQualFinSF"
## [17] "GrLivArea" "BsmtFullBath" "BsmtHalfBath" "FullBath"
## [21] "HalfBath" "BedroomAbvGr" "KitchenAbvGr" "TotRmsAbvGrd"
## [25] "Fireplaces" "GarageYrBlt" "GarageCars" "GarageArea"
## [29] "WoodDeckSF" "OpenPorchSF" "EnclosedPorch" "X3SsnPorch"
## [33] "ScreenPorch" "PoolArea" "MiscVal" "MoSold"
## [37] "YrSold" "SalePrice"
Determine features/variables that are categorical and numerical in nature in the test dataset
categoricalTest <- names(which(sapply(test, class) == "character"))
#43 features are categorical in nature
length(categoricalTest)
## [1] 43
numericalTest <- names(which(sapply(test, class) != "character"))
#37 features are numerical in nature
length(numericalTest)
## [1] 37
#There is a discrepancy in the number of features between the test and train dataset
trainColumns <- colnames(train)
testColumns <- colnames(test)
#The result is the SalePrice attribute is missing in the test dataset but that is to be expected.
matchV <- match(trainColumns, testColumns)
head(train[is.na(matchV)])
It can be noted that the following categorical features are noted with “NA” but it does not necessarily mean that the feature has an invalid value due to error but it actually does not possess the physical feature.
#Quick structure look of the train dataset
#str(train)
print("Train dataset that have NA values")
## [1] "Train dataset that have NA values"
for (col in 1:ncol(train)) {
x<- colnames(train[col])
y<- sum(is.na(train[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "LotFrontage 259"
## [1] "Alley 1369"
## [1] "MasVnrType 8"
## [1] "MasVnrArea 8"
## [1] "BsmtQual 37"
## [1] "BsmtCond 37"
## [1] "BsmtExposure 38"
## [1] "BsmtFinType1 37"
## [1] "BsmtFinType2 38"
## [1] "Electrical 1"
## [1] "FireplaceQu 690"
## [1] "GarageType 81"
## [1] "GarageYrBlt 81"
## [1] "GarageFinish 81"
## [1] "GarageQual 81"
## [1] "GarageCond 81"
## [1] "PoolQC 1453"
## [1] "Fence 1179"
## [1] "MiscFeature 1406"
print("Test data that have NA values")
## [1] "Test data that have NA values"
for (col in 1:ncol(test)) {
x<- colnames(test[col])
y<- sum(is.na(test[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "MSZoning 4"
## [1] "LotFrontage 227"
## [1] "Alley 1352"
## [1] "Utilities 2"
## [1] "Exterior1st 1"
## [1] "Exterior2nd 1"
## [1] "MasVnrType 16"
## [1] "MasVnrArea 15"
## [1] "BsmtQual 44"
## [1] "BsmtCond 45"
## [1] "BsmtExposure 44"
## [1] "BsmtFinType1 42"
## [1] "BsmtFinSF1 1"
## [1] "BsmtFinType2 42"
## [1] "BsmtFinSF2 1"
## [1] "BsmtUnfSF 1"
## [1] "TotalBsmtSF 1"
## [1] "BsmtFullBath 2"
## [1] "BsmtHalfBath 2"
## [1] "KitchenQual 1"
## [1] "Functional 2"
## [1] "FireplaceQu 730"
## [1] "GarageType 76"
## [1] "GarageYrBlt 78"
## [1] "GarageFinish 78"
## [1] "GarageCars 1"
## [1] "GarageArea 1"
## [1] "GarageQual 78"
## [1] "GarageCond 78"
## [1] "PoolQC 1456"
## [1] "Fence 1169"
## [1] "MiscFeature 1408"
## [1] "SaleType 1"
To combat this issue, we will replace the “NA” in these to their actual value based on the data description text file.
#Put as 0
train$Alley[is.na(train$Alley)] = "No alley access"
test$Alley[is.na(test$Alley)] = "No alley access"
train$BsmtQual[is.na(train$BsmtQual)] = "No Basement"
test$BsmtQual[is.na(test$BsmtQual)] = "No Basement"
train$BsmtCond[is.na(train$BsmtCond)] = "No Basement"
test$BsmtCond[is.na(test$BsmtCond)] = "No Basement"
train$BsmtExposure[is.na(train$BsmtExposure)] = "No Basement"
test$BsmtExposure[is.na(test$BsmtExposure)] = "No Basement"
train$BsmtFinType1[is.na(train$BsmtFinType1)] = "No Basement"
test$BsmtFinType1[is.na(test$BsmtFinType1)] = "No Basement"
train$BsmtFinType2[is.na(train$BsmtFinType2)] = "No Basement"
test$BsmtFinType2[is.na(test$BsmtFinType2)] = "No Basement"
train$FireplaceQu[is.na(train$FireplaceQu)] = "No Fireplace"
test$FireplaceQu[is.na(test$FireplaceQu)] = "No Fireplace"
train$GarageType[is.na(train$GarageType)] = "No Garage"
test$GarageType[is.na(test$GarageType)] = "No Garage"
train$GarageFinish[is.na(train$GarageFinish)] = "No Garage"
test$GarageFinish[is.na(test$GarageFinish)] = "No Garage"
train$GarageQual[is.na(train$GarageQual)] = "No Garage"
test$GarageQual[is.na(test$GarageQual)] = "No Garage"
train$GarageCond[is.na(train$GarageCond)] = "No Garage"
test$GarageCond[is.na(test$GarageCond)] = "No Garage"
train$PoolQC[is.na(train$PoolQC)] = "No Pool"
test$PoolQC[is.na(test$PoolQC)] = "No Pool"
train$Fence[is.na(train$Fence)] = "No Fence"
test$Fence[is.na(test$Fence)] = "No Fence"
train$MiscFeature[is.na(train$MiscFeature)] = "None"
test$MiscFeature[is.na(test$MiscFeature)] = "None"
With the changed values, the “NA” values remaining are numerical or categorical values that are not detailed in the data description text file.
print("Train Features that have NA")
## [1] "Train Features that have NA"
for (col in 1:ncol(train)) {
x<- colnames(train[col])
y<- sum(is.na(train[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "LotFrontage 259"
## [1] "MasVnrType 8"
## [1] "MasVnrArea 8"
## [1] "Electrical 1"
## [1] "GarageYrBlt 81"
print("Test Features that have NA")
## [1] "Test Features that have NA"
for (col in 1:ncol(test)) {
x<- colnames(test[col])
y<- sum(is.na(test[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "MSZoning 4"
## [1] "LotFrontage 227"
## [1] "Utilities 2"
## [1] "Exterior1st 1"
## [1] "Exterior2nd 1"
## [1] "MasVnrType 16"
## [1] "MasVnrArea 15"
## [1] "BsmtFinSF1 1"
## [1] "BsmtFinSF2 1"
## [1] "BsmtUnfSF 1"
## [1] "TotalBsmtSF 1"
## [1] "BsmtFullBath 2"
## [1] "BsmtHalfBath 2"
## [1] "KitchenQual 1"
## [1] "Functional 2"
## [1] "GarageYrBlt 78"
## [1] "GarageCars 1"
## [1] "GarageArea 1"
## [1] "SaleType 1"
These following categorical variables still have NA values.
library(tidyverse)
## Warning: package 'tidyverse' was built under R version 4.0.3
## -- Attaching packages --------------------------------------------------------------------------------------------------------------------- tidyverse 1.3.0 --
## v tibble 3.0.3 v dplyr 1.0.2
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.4.0 v forcats 0.5.0
## v purrr 0.3.4
## Warning: package 'readr' was built under R version 4.0.3
## Warning: package 'forcats' was built under R version 4.0.3
## -- Conflicts ------------------------------------------------------------------------------------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
categoricalTestNA <- test %>% select_if(is.character)
print("Test Categorical Features")
## [1] "Test Categorical Features"
for (col in 1:ncol(categoricalTestNA)) {
x<- colnames(categoricalTestNA[col])
y<- sum(is.na(categoricalTestNA[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "MSZoning 4"
## [1] "Utilities 2"
## [1] "Exterior1st 1"
## [1] "Exterior2nd 1"
## [1] "MasVnrType 16"
## [1] "KitchenQual 1"
## [1] "Functional 2"
## [1] "SaleType 1"
categoricalTrainNA <- train %>% select_if(is.character)
print("Train Categorical Features")
## [1] "Train Categorical Features"
for (col in 1:ncol(categoricalTrainNA)) {
x<- colnames(categoricalTrainNA[col])
y<- sum(is.na(categoricalTrainNA[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "MasVnrType 8"
## [1] "Electrical 1"
For the following categorical features that have NA, replace with the mode value.
#mode function
Mode <- function(x) {
ux <- unique(x)
ux[which.max((tabulate(match(x, ux))))]
}
train$MasVnrType[is.na(train$MasVnrType)] = Mode(train$MasVnrType)
train$Electrical[is.na(train$Electrical)] = Mode(train$Electrical)
test$MSZoning[is.na(test$MSZoning)] = Mode(test$MSZoning)
test$Utilities[is.na(test$Utilities)] = Mode(test$Utilities)
test$Exterior1st[is.na(test$Exterior1st)] = Mode(test$Exterior1st)
test$Exterior2nd[is.na(test$Exterior2nd)] = Mode(test$Exterior2nd)
test$MasVnrType[is.na(test$MasVnrType)] = Mode(test$MasVnrType)
test$KitchenQual[is.na(test$KitchenQual)] = Mode(test$KitchenQual)
test$Functional[is.na(test$Functional)] = Mode(test$Functional)
test$SaleType[is.na(test$SaleType)] = Mode(test$SaleType)
#Mode(data$Neighborhood)
#Mode(data$BldgType)
#Mode(data$SaleCondition)
#Mode(data$OverallQual)
#Mode(data$OverallCond)
#Mode(data$YearBuilt)
#Mode(data$MoSold)
#mean(data$OverallQual)
#mean(data$OverallCond)
#mean(data$YearBuilt)
#median(data$OverallQual)
#median(data$OverallCond)
#median(data$YearBuilt)
#sd(data$OverallQual)
#sd(data$OverallCond)
#sd(data$LotArea)
For the numerical features, it seems plausible that a “NA” dictate that it is in fact 0. This links directly with the fact that some houses may not have a basement, alley, garage, fence, and etc.
#These are the numerical features left with NAs
numericalTestNA <- test %>% select_if(is.numeric)
print("Test Numerical Features")
## [1] "Test Numerical Features"
for (col in 1:ncol(numericalTestNA)) {
x<- colnames(numericalTestNA[col])
y<- sum(is.na(numericalTestNA[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "LotFrontage 227"
## [1] "MasVnrArea 15"
## [1] "BsmtFinSF1 1"
## [1] "BsmtFinSF2 1"
## [1] "BsmtUnfSF 1"
## [1] "TotalBsmtSF 1"
## [1] "BsmtFullBath 2"
## [1] "BsmtHalfBath 2"
## [1] "GarageYrBlt 78"
## [1] "GarageCars 1"
## [1] "GarageArea 1"
numericalTrainNA <- train %>% select_if(is.numeric)
print("Train Numerical Features")
## [1] "Train Numerical Features"
for (col in 1:ncol(numericalTrainNA)) {
x<- colnames(numericalTrainNA[col])
y<- sum(is.na(numericalTrainNA[col]))
if (y > 0) {
print(paste(x,y))
}
}
## [1] "LotFrontage 259"
## [1] "MasVnrArea 8"
## [1] "GarageYrBlt 81"
To address this issue, we will assign 0 to the features that contain “Bsmt” and “Garage”.
test$BsmtFinSF1[is.na(test$BsmtFinSF1)] = 0
test$BsmtFinSF2[is.na(test$BsmtFinSF2)] = 0
test$BsmtUnfSF[is.na(test$BsmtUnfSF)] = 0
test$TotalBsmtSF[is.na(test$TotalBsmtSF)] = 0
test$BsmtFullBath[is.na(test$BsmtFullBath)] = 0
test$BsmtHalfBath[is.na(test$BsmtHalfBath)] = 0
test$GarageCars[is.na(test$GarageCars)] = 0
test$GarageArea[is.na(test$GarageArea)] = 0
Secondly, for the GarageYrBlt and MasVnrArea, putting a 0 wouldn’t make sense. There are 78 rows that do not have a year assigned that could actually have a garage and the for MasVnrArea, there is some areas just not being report for the masonry veneer area because info was lacking. Instead of removing the rows completely (effectively removing a minimum of 78 rows and up to a maximum of 86 rows), we can assign a value of -1 that assign a non-logical value and can help identify that these are outliers.
test$GarageYrBlt[is.na(test$GarageYrBlt)] = -1
test$MasVnrArea[is.na(test$MasVnrArea)] = -1
train$MasVnrArea[is.na(train$MasVnrArea)] = -1
train$GarageYrBlt[is.na(train$GarageYrBlt)] = -1
For the case of the missing LotFrontage area, we can assume there are outliers present and so a median approach can be used for these missing values
test$LotFrontage[is.na(test$LotFrontage)] = median(test$LotFrontage, na.rm = TRUE)
train$LotFrontage[is.na(train$LotFrontage)] = median(train$LotFrontage, na.rm = TRUE)
For the purposes of forming a linear regression model, the categorical attributes most be assigned a number value instead of a character value.
#testdata <- test
#testdata
#unclass(testdata)
#testdata2 <- as.numeric(factor(testdata))
#testdata2
#Perform all the changes on a second duplicate data frame
modifiedTest <- test
modifiedTrain <- train
#Modifying the values to the number values; they are assigned alphabetically
modifiedTest$MSZoning <- as.numeric(factor(modifiedTest$MSZoning))
modifiedTest$Street <- as.numeric(factor(modifiedTest$Street))
modifiedTest$Alley <- as.numeric(factor(modifiedTest$Alley))
modifiedTest$LotShape <- as.numeric(factor(modifiedTest$LotShape))
modifiedTest$LandContour <- as.numeric(factor(modifiedTest$LandContour))
modifiedTest$Utilities <- as.numeric(factor(modifiedTest$Utilities))
modifiedTest$LotConfig <- as.numeric(factor(modifiedTest$LotConfig))
modifiedTest$LandSlope <- as.numeric(factor(modifiedTest$LandSlope))
modifiedTest$Neighborhood <- as.numeric(factor(modifiedTest$Neighborhood))
modifiedTest$Condition1 <- as.numeric(factor(modifiedTest$Condition1))
modifiedTest$Condition2 <- as.numeric(factor(modifiedTest$Condition2))
modifiedTest$BldgType <- as.numeric(factor(modifiedTest$BldgType))
modifiedTest$HouseStyle <- as.numeric(factor(modifiedTest$HouseStyle))
modifiedTest$RoofStyle <- as.numeric(factor(modifiedTest$RoofStyle))
modifiedTest$RoofMatl <- as.numeric(factor(modifiedTest$RoofMatl))
modifiedTest$Exterior1st <- as.numeric(factor(modifiedTest$Exterior1st))
modifiedTest$Exterior2nd <- as.numeric(factor(modifiedTest$Exterior2nd))
modifiedTest$MasVnrType <- as.numeric(factor(modifiedTest$MasVnrType))
modifiedTest$ExterQual <- as.numeric(factor(modifiedTest$ExterQual))
modifiedTest$ExterCond <- as.numeric(factor(modifiedTest$ExterCond))
modifiedTest$Foundation <- as.numeric(factor(modifiedTest$Foundation))
modifiedTest$BsmtQual <- as.numeric(factor(modifiedTest$BsmtQual))
modifiedTest$BsmtCond <- as.numeric(factor(modifiedTest$BsmtCond))
modifiedTest$BsmtExposure <- as.numeric(factor(modifiedTest$BsmtExposure))
modifiedTest$BsmtFinType1 <- as.numeric(factor(modifiedTest$BsmtFinType1))
modifiedTest$BsmtFinType2 <- as.numeric(factor(modifiedTest$BsmtFinType2))
modifiedTest$Heating <- as.numeric(factor(modifiedTest$Heating))
modifiedTest$HeatingQC <- as.numeric(factor(modifiedTest$HeatingQC))
modifiedTest$CentralAir <- as.numeric(factor(modifiedTest$CentralAir))
modifiedTest$Electrical <- as.numeric(factor(modifiedTest$Electrical))
modifiedTest$KitchenQual <- as.numeric(factor(modifiedTest$KitchenQual))
modifiedTest$Functional <- as.numeric(factor(modifiedTest$Functional))
modifiedTest$FireplaceQu <- as.numeric(factor(modifiedTest$FireplaceQu))
modifiedTest$GarageType <- as.numeric(factor(modifiedTest$GarageType))
modifiedTest$GarageFinish <- as.numeric(factor(modifiedTest$GarageFinish))
modifiedTest$GarageQual <- as.numeric(factor(modifiedTest$GarageQual))
modifiedTest$GarageCond <- as.numeric(factor(modifiedTest$GarageCond))
modifiedTest$PavedDrive <- as.numeric(factor(modifiedTest$PavedDrive))
modifiedTest$PoolQC <- as.numeric(factor(modifiedTest$PoolQC))
modifiedTest$Fence <- as.numeric(factor(modifiedTest$Fence))
modifiedTest$MiscFeature <- as.numeric(factor(modifiedTest$MiscFeature))
modifiedTest$SaleType <- as.numeric(factor(modifiedTest$SaleType))
modifiedTest$SaleCondition <- as.numeric(factor(modifiedTest$SaleCondition))
modifiedTrain$MSZoning <- as.numeric(factor(modifiedTrain$MSZoning))
modifiedTrain$Street <- as.numeric(factor(modifiedTrain$Street))
modifiedTrain$Alley <- as.numeric(factor(modifiedTrain$Alley))
modifiedTrain$LotShape <- as.numeric(factor(modifiedTrain$LotShape))
modifiedTrain$LandContour <- as.numeric(factor(modifiedTrain$LandContour))
modifiedTrain$Utilities <- as.numeric(factor(modifiedTrain$Utilities))
modifiedTrain$LotConfig <- as.numeric(factor(modifiedTrain$LotConfig))
modifiedTrain$LandSlope <- as.numeric(factor(modifiedTrain$LandSlope))
modifiedTrain$Neighborhood <- as.numeric(factor(modifiedTrain$Neighborhood))
modifiedTrain$Condition1 <- as.numeric(factor(modifiedTrain$Condition1))
modifiedTrain$Condition2 <- as.numeric(factor(modifiedTrain$Condition2))
modifiedTrain$BldgType <- as.numeric(factor(modifiedTrain$BldgType))
modifiedTrain$HouseStyle <- as.numeric(factor(modifiedTrain$HouseStyle))
modifiedTrain$RoofStyle <- as.numeric(factor(modifiedTrain$RoofStyle))
modifiedTrain$RoofMatl <- as.numeric(factor(modifiedTrain$RoofMatl))
modifiedTrain$Exterior1st <- as.numeric(factor(modifiedTrain$Exterior1st))
modifiedTrain$Exterior2nd <- as.numeric(factor(modifiedTrain$Exterior2nd))
modifiedTrain$MasVnrType <- as.numeric(factor(modifiedTrain$MasVnrType))
modifiedTrain$ExterQual <- as.numeric(factor(modifiedTrain$ExterQual))
modifiedTrain$ExterCond <- as.numeric(factor(modifiedTrain$ExterCond))
modifiedTrain$Foundation <- as.numeric(factor(modifiedTrain$Foundation))
modifiedTrain$BsmtQual <- as.numeric(factor(modifiedTrain$BsmtQual))
modifiedTrain$BsmtCond <- as.numeric(factor(modifiedTrain$BsmtCond))
modifiedTrain$BsmtExposure <- as.numeric(factor(modifiedTrain$BsmtExposure))
modifiedTrain$BsmtFinType1 <- as.numeric(factor(modifiedTrain$BsmtFinType1))
modifiedTrain$BsmtFinType2 <- as.numeric(factor(modifiedTrain$BsmtFinType2))
modifiedTrain$Heating <- as.numeric(factor(modifiedTrain$Heating))
modifiedTrain$HeatingQC <- as.numeric(factor(modifiedTrain$HeatingQC))
modifiedTrain$CentralAir <- as.numeric(factor(modifiedTrain$CentralAir))
modifiedTrain$Electrical <- as.numeric(factor(modifiedTrain$Electrical))
modifiedTrain$KitchenQual <- as.numeric(factor(modifiedTrain$KitchenQual))
modifiedTrain$Functional <- as.numeric(factor(modifiedTrain$Functional))
modifiedTrain$FireplaceQu <- as.numeric(factor(modifiedTrain$FireplaceQu))
modifiedTrain$GarageType <- as.numeric(factor(modifiedTrain$GarageType))
modifiedTrain$GarageFinish <- as.numeric(factor(modifiedTrain$GarageFinish))
modifiedTrain$GarageQual <- as.numeric(factor(modifiedTrain$GarageQual))
modifiedTrain$GarageCond <- as.numeric(factor(modifiedTrain$GarageCond))
modifiedTrain$PavedDrive <- as.numeric(factor(modifiedTrain$PavedDrive))
modifiedTrain$PoolQC <- as.numeric(factor(modifiedTrain$PoolQC))
modifiedTrain$Fence <- as.numeric(factor(modifiedTrain$Fence))
modifiedTrain$MiscFeature <- as.numeric(factor(modifiedTrain$MiscFeature))
modifiedTrain$SaleType <- as.numeric(factor(modifiedTrain$SaleType))
modifiedTrain$SaleCondition <- as.numeric(factor(modifiedTrain$SaleCondition))
#testdata[92]
#testdata2[92]
#testdata[4]
#testdata2[4]
#data.matrix(mydf)
#b[] <- data.matrix(mydf)
#mydf
#str(mydf)
#unclass(mydf2)
#DataFrame[] <- lapply(mydf, as.integer)
#corrplot?
#library(corrplot)
#corrplot(data)
Dummy
print("Train dataset that have NA values")
## [1] "Train dataset that have NA values"
for (col in 1:ncol(modifiedTrain)) {
x<- colnames(modifiedTrain[col])
y<- sum(is.na(modifiedTrain[col]))
if (y > 0) {
print(paste(x,y))
}
}
print("Test data that have NA values")
## [1] "Test data that have NA values"
for (col in 1:ncol(modifiedTest)) {
x<- colnames(modifiedTest[col])
y<- sum(is.na(modifiedTest[col]))
if (y > 0) {
print(paste(x,y))
}
}
Normalize the data.
normalize <- function(x) {
return ((x-min(x)) / (max(x)-min(x)))
}
#is.na(modifiedTest$Utilities)
#sum(modifiedTest$Utilities)
#MasVnrTypeNorm <- as.data.frame(lapply(test$MasVnrArea, normalize))
#Utilities was excluded as it can't be normalized since it's one-sided results in test
testNorm <- apply(modifiedTest[, c(2:9, 11:80)],2,function(x) (x-min(x)/(max(x)-min(x))))
trainNorm <- apply(modifiedTrain[, 2:81],2,function(x) (x-min(x)/(max(x)-min(x))))
Corrplot to see what is plotted in relevance
#is.na.data.frame(modifiedTest)
library(corrplot)
## Warning: package 'corrplot' was built under R version 4.0.3
## corrplot 0.84 loaded
cor(testNorm)
## MSSubClass MSZoning LotFrontage LotArea Street
## MSSubClass 1.000000000 0.019642220 -0.424607038 -0.359536947 0.028639699
## MSZoning 0.019642220 1.000000000 -0.105558154 -0.041162821 0.127835403
## LotFrontage -0.424607038 -0.105558154 1.000000000 0.533728323 -0.058332994
## LotArea -0.359536947 -0.041162821 0.533728323 1.000000000 -0.029290563
## Street 0.028639699 0.127835403 -0.058332994 -0.029290563 1.000000000
## Alley 0.068260651 -0.386789676 -0.015805703 -0.031883413 -0.005385888
## LotShape 0.058391900 0.127846631 -0.113356554 -0.245366933 -0.024937969
## LandContour -0.005940398 -0.046166350 -0.009744671 -0.081782757 0.071176653
## LotConfig 0.070156763 0.046413033 -0.166074465 -0.126145809 -0.009761312
## LandSlope -0.025956927 0.061009993 0.026196204 0.094971696 0.013365625
## Neighborhood 0.006071219 -0.257927931 0.120520374 0.043285392 0.040914740
## Condition1 -0.034127611 -0.029552413 -0.033508556 0.054116906 -0.057284531
## Condition2 -0.010712300 -0.047837791 0.016745399 0.007457669 -0.001843675
## BldgType 0.737048319 -0.056300301 -0.467595691 -0.404653531 0.027415030
## HouseStyle 0.341259712 -0.079233476 0.008501178 -0.009624849 0.027749542
## OverallQual 0.034690318 -0.180130409 0.171885841 0.107989304 0.085548979
## OverallCond -0.071768182 0.178650480 -0.083418476 -0.103401573 -0.006514160
## YearBuilt 0.040847977 -0.314849236 0.114234058 0.048313577 0.102993469
## YearRemodAdd 0.046319069 -0.207395759 0.087094040 0.036907293 0.095309320
## RoofStyle -0.149530066 -0.027248158 0.188646662 0.154337105 0.003914650
## RoofMatl -0.021225436 -0.010215953 0.086097469 0.110070824 0.006392644
## Exterior1st -0.131734240 -0.090241013 0.077617534 0.036705625 -0.004204085
## Exterior2nd -0.153878218 -0.088011555 0.127415945 0.073221090 -0.012646906
## MasVnrType 0.018340497 0.016642992 -0.070062743 -0.053176560 0.011323208
## MasVnrArea -0.011023145 -0.044231114 0.223835007 0.187437116 0.027841217
## ExterQual -0.015353722 0.198530027 -0.158505398 -0.098632818 0.032110395
## ExterCond 0.001212284 -0.083497649 -0.012175534 -0.041911016 0.080455787
## Foundation 0.051004680 -0.296240860 0.114105036 0.070872209 -0.009661367
## BsmtQual -0.058476958 0.188313881 -0.125861928 -0.102067702 -0.007742082
## BsmtCond 0.017332266 -0.054592205 -0.033315200 -0.022640948 0.084798513
## BsmtExposure -0.085422647 0.041958502 -0.135601136 -0.097679298 -0.008779919
## BsmtFinType1 -0.018721771 0.053592070 -0.023612803 -0.033720752 -0.046855955
## BsmtFinSF1 -0.058162205 -0.061367574 0.187454482 0.185890284 0.049029753
## BsmtFinType2 0.064948947 0.015701077 -0.032065054 -0.045301969 -0.007377840
## BsmtFinSF2 -0.078891292 -0.003454989 0.039750957 0.054345593 0.019129608
## BsmtUnfSF -0.110230066 -0.065954065 0.085821943 0.072307057 0.005866749
## TotalBsmtSF -0.199795792 -0.129383506 0.292832113 0.283715620 0.063723171
## Heating 0.042589987 0.003196664 0.032320066 0.041453006 0.005422197
## HeatingQC 0.014829895 0.182271195 -0.093421808 -0.040513644 -0.017334488
## CentralAir -0.057803499 0.002763814 0.054073949 0.062355183 0.066860378
## Electrical 0.041343125 -0.119774990 0.043343850 0.027082857 0.022654249
## X1stFlrSF -0.245603134 -0.116661350 0.433650682 0.456417361 0.061166776
## X2ndFlrSF 0.311430246 0.019497116 -0.033562246 -0.007861522 0.029644319
## LowQualFinSF 0.005021497 0.035835500 -0.035203944 -0.012456886 0.005171870
## GrLivArea 0.068829221 -0.075523320 0.323329325 0.366323997 0.076304770
## BsmtFullBath 0.017072692 -0.067901165 0.112144879 0.088378572 0.032374847
## BsmtHalfBath -0.001331792 0.053502993 -0.040014422 -0.009403597 0.016589429
## FullBath 0.146489075 -0.188341634 0.145247330 0.147871222 0.066105845
## HalfBath 0.180205605 -0.097150259 0.019270515 0.079581167 0.026963091
## BedroomAbvGr 0.005541493 0.044347166 0.185179500 0.181171409 0.053247329
## KitchenAbvGr 0.238016318 0.030511934 0.014437274 -0.031830288 0.013103311
## KitchenQual 0.042186392 0.152058161 -0.190057110 -0.136437443 -0.023934872
## TotRmsAbvGrd 0.041294116 0.009954503 0.317801380 0.289576040 0.059012475
## Functional 0.016095916 -0.019230160 -0.075958532 -0.202615129 0.067763394
## Fireplaces -0.064356992 -0.062994771 0.230034304 0.282210204 0.041160981
## FireplaceQu 0.061578852 -0.004615419 -0.067385824 -0.030554342 -0.015912252
## GarageType 0.149179369 0.179609638 -0.285324911 -0.236535673 -0.067111581
## GarageYrBlt -0.129583090 -0.024393128 0.099589172 0.088599923 0.037175665
## GarageFinish -0.052560805 0.140490670 -0.142595530 -0.064545788 -0.033275789
## GarageCars -0.053153642 -0.132713805 0.312812288 0.263168284 0.049489782
## GarageArea -0.108261766 -0.146416575 0.353851866 0.315554649 0.053668913
## GarageQual -0.019357821 -0.118345021 0.104761188 0.069696474 0.042662484
## GarageCond -0.068805273 -0.072193613 0.096350060 0.046773087 0.061232423
## PavedDrive 0.002247977 -0.079307299 0.030951252 -0.017279408 0.183450604
## WoodDeckSF -0.022538732 -0.022380424 0.134720170 0.158482918 0.036906057
## OpenPorchSF -0.025420547 -0.193811462 0.168626112 0.164815306 0.019890264
## EnclosedPorch -0.029051376 0.112485013 0.012664833 0.099850428 -0.097139095
## X3SsnPorch -0.029708537 -0.001190108 -0.033860719 -0.001845858 0.005708028
## ScreenPorch -0.071978209 0.007325098 0.104116925 0.088711575 0.019377248
## PoolArea -0.017789965 -0.002237478 0.134824076 0.140493798 0.003677421
## PoolQC 0.025938367 0.001707628 -0.046868432 -0.047189625 -0.002806582
## Fence 0.087086637 -0.109234040 0.013838383 0.010517898 -0.010760742
## MiscFeature -0.024046520 0.001605042 0.026477005 0.062351633 0.011306981
## MiscVal -0.045834848 0.005614347 0.067922541 0.139071122 0.005927598
## MoSold 0.011365771 -0.040912421 0.008685841 0.005151942 0.030007385
## YrSold -0.008392331 -0.026207978 -0.023505073 -0.051144345 -0.011372381
## SaleType 0.042333587 0.010201991 -0.034109427 -0.010517923 0.018679966
## SaleCondition -0.016307600 -0.053888615 0.002391205 -0.006838481 0.027663015
## Alley LotShape LandContour LotConfig
## MSSubClass 0.068260651 0.0583918996 -0.0059403983 0.0701567626
## MSZoning -0.386789676 0.1278466308 -0.0461663497 0.0464130331
## LotFrontage -0.015805703 -0.1133565536 -0.0097446708 -0.1660744654
## LotArea -0.031883413 -0.2453669325 -0.0817827567 -0.1261458093
## Street -0.005385888 -0.0249379692 0.0711766525 -0.0097613116
## Alley 1.000000000 -0.1234736096 0.0276276185 -0.0223443776
## LotShape -0.123473610 1.0000000000 0.1016122016 0.1589266227
## LandContour 0.027627618 0.1016122016 1.0000000000 0.0031848875
## LotConfig -0.022344378 0.1589266227 0.0031848875 1.0000000000
## LandSlope -0.017600633 -0.0734709372 -0.3697208363 0.0375583509
## Neighborhood 0.020430846 -0.0457715153 0.0442756861 -0.0742259298
## Condition1 0.045134150 -0.1108537472 0.0278877391 0.0817757072
## Condition2 -0.002404674 0.0024285667 0.0249583087 0.0439045084
## BldgType 0.180044548 0.0311129600 -0.0089173905 0.1060990720
## HouseStyle 0.099719698 -0.1691757902 0.0662502449 -0.0178983643
## OverallQual 0.167280666 -0.3250255456 -0.0771188134 -0.0414326197
## OverallCond -0.115713295 0.1253752651 -0.0197214094 -0.0103933302
## YearBuilt 0.342752858 -0.3356550486 0.0944678900 0.0201908071
## YearRemodAdd 0.157375616 -0.2274884968 0.0340660727 0.0164469293
## RoofStyle 0.017705176 -0.0389435849 -0.0561593847 -0.0057005754
## RoofMatl 0.024365311 -0.0457353758 -0.0361569370 -0.0030781213
## Exterior1st -0.009148546 -0.0303487320 0.0714564653 -0.0112452012
## Exterior2nd -0.007575047 -0.0278587092 0.0570327871 -0.0132227481
## MasVnrType -0.040590471 0.0548013167 -0.1022904031 0.0150872260
## MasVnrArea 0.085430449 -0.1458302204 -0.0286614005 -0.0290832956
## ExterQual -0.124391924 0.1956869567 0.0482255282 0.0009650159
## ExterCond 0.095560154 -0.0872057070 -0.0012105254 0.0743093908
## Foundation 0.176577905 -0.2019864246 0.0683254660 -0.0175199624
## BsmtQual -0.154186103 0.2633545424 0.0529224079 0.0572419519
## BsmtCond 0.065035144 -0.0826625564 0.0645823022 0.0207990224
## BsmtExposure -0.030451521 0.2099288980 0.0803531897 0.0157756591
## BsmtFinType1 -0.116644747 0.1084312018 -0.0112895091 -0.0103590051
## BsmtFinSF1 0.085311763 -0.1862884086 -0.0540394766 -0.0319351866
## BsmtFinType2 -0.024772124 -0.0002265093 0.0416447162 0.0144381916
## BsmtFinSF2 0.011995307 -0.0438516626 -0.0264320769 -0.0065739431
## BsmtUnfSF -0.017961021 -0.0112929379 0.0241344413 -0.0021484710
## TotalBsmtSF 0.074624865 -0.2197885024 -0.0421943997 -0.0375117858
## Heating -0.009384319 0.0343199520 -0.0301172570 -0.0021236357
## HeatingQC -0.072079557 0.1518842583 -0.0081229257 0.0088098039
## CentralAir 0.137233061 -0.1316826356 0.0632867619 0.0227312693
## Electrical 0.136626180 -0.1543058049 0.0210446265 0.0301818396
## X1stFlrSF 0.075720468 -0.2202663744 -0.1014297276 -0.0741369415
## X2ndFlrSF -0.031579875 -0.0491436122 -0.0045722316 0.0100302866
## LowQualFinSF -0.088782354 0.0428131323 -0.0718928849 0.0166119058
## GrLivArea 0.026682712 -0.2193052977 -0.0936543438 -0.0505972569
## BsmtFullBath 0.097299056 -0.0962803020 -0.0415895492 -0.0029111841
## BsmtHalfBath -0.008572098 -0.0395157240 -0.0068726823 0.0175017177
## FullBath 0.113678076 -0.2308366002 0.0301669215 -0.0304419130
## HalfBath 0.123557882 -0.1381557332 0.0313317089 -0.0103038139
## BedroomAbvGr -0.051493006 -0.0205495345 0.0417289136 -0.0183948032
## KitchenAbvGr -0.056032516 0.0884611507 0.0133849818 -0.0119019467
## KitchenQual -0.073623598 0.1799416788 0.0798860991 0.0155528077
## TotRmsAbvGrd -0.049316068 -0.1309513648 -0.0657363345 -0.0389833605
## Functional 0.001208695 -0.0546068741 0.0595700946 -0.0214097650
## Fireplaces 0.051723391 -0.1899098379 -0.1140781230 -0.0277004623
## FireplaceQu 0.017730022 -0.0083038841 0.0671805707 0.0495220162
## GarageType -0.177562923 0.2998526407 -0.0070427007 0.0411574970
## GarageYrBlt 0.116748093 -0.1574332529 -0.0202529815 -0.0400724163
## GarageFinish -0.082133982 0.2532655743 -0.0038548821 0.0585598184
## GarageCars 0.118497377 -0.2823122407 0.0168136744 -0.1047867893
## GarageArea 0.112143950 -0.2533796966 0.0107457546 -0.0868095629
## GarageQual 0.159951666 -0.1656519600 0.0441323697 -0.0461135453
## GarageCond 0.146247941 -0.1470961807 -0.0272758140 -0.0077248684
## PavedDrive 0.219360300 -0.1934108916 -0.0178098804 0.0137677660
## WoodDeckSF 0.011550701 -0.1811265574 -0.0248038016 0.0395533834
## OpenPorchSF 0.140650984 -0.0988911780 -0.0234346292 -0.0699613914
## EnclosedPorch -0.184462005 0.0916537042 -0.0393878380 -0.0107107716
## X3SsnPorch 0.035607789 -0.0069334261 -0.0136487381 0.0359519013
## ScreenPorch -0.038232560 -0.0208654395 -0.0643154060 -0.0155836564
## PoolArea 0.004796395 -0.0066750150 -0.0312817028 -0.0223333047
## PoolQC -0.003660576 0.0233109357 0.0982121804 0.0301001903
## Fence 0.029847824 -0.0635124742 0.0109368107 0.0243216623
## MiscFeature 0.007582463 0.0072716762 0.0091924560 0.0104651007
## MiscVal -0.014018108 -0.0611714690 -0.0727825805 -0.0229935157
## MoSold -0.026655169 0.0466432958 0.0100447764 0.0009429756
## YrSold 0.006636499 0.0231967483 -0.0008084139 -0.0046217277
## SaleType 0.014997152 -0.0240085705 -0.0299405328 -0.0265345805
## SaleCondition 0.077003276 -0.1145426952 0.0423755138 0.0166719663
## LandSlope Neighborhood Condition1 Condition2
## MSSubClass -0.0259569274 0.006071219 -0.034127611 -0.0107122995
## MSZoning 0.0610099934 -0.257927931 -0.029552413 -0.0478377913
## LotFrontage 0.0261962035 0.120520374 -0.033508556 0.0167453986
## LotArea 0.0949716961 0.043285392 0.054116906 0.0074576689
## Street 0.0133656249 0.040914740 -0.057284531 -0.0018436754
## Alley -0.0176006326 0.020430846 0.045134150 -0.0024046735
## LotShape -0.0734709372 -0.045771515 -0.110853747 0.0024285667
## LandContour -0.3697208363 0.044275686 0.027887739 0.0249583087
## LotConfig 0.0375583509 -0.074225930 0.081775707 0.0439045084
## LandSlope 1.0000000000 -0.112682766 -0.008087719 -0.0160186599
## Neighborhood -0.1126827656 1.000000000 0.005238299 0.0989990949
## Condition1 -0.0080877188 0.005238299 1.000000000 -0.1071346190
## Condition2 -0.0160186599 0.098999095 -0.107134619 1.0000000000
## BldgType 0.0435936359 0.024700398 -0.030355923 0.0319253719
## HouseStyle -0.0536009094 0.037740744 0.049527190 0.0382497777
## OverallQual 0.0280793538 0.187333418 0.105983536 0.1047795613
## OverallCond 0.0097623209 -0.043618275 -0.019511674 -0.0587424507
## YearBuilt -0.0015159049 0.079701032 0.167909216 0.0667611238
## YearRemodAdd -0.0275620712 0.107089088 0.103760030 0.0651909838
## RoofStyle 0.0811292256 0.082819443 0.029444038 0.0966330204
## RoofMatl 0.1781781523 -0.019048576 0.004254035 0.0028541670
## Exterior1st -0.0461639825 -0.023547937 0.020059410 0.0119243179
## Exterior2nd -0.0315110940 -0.051498114 0.029954780 -0.0025930596
## MasVnrType 0.0795940850 -0.019272443 -0.038635088 -0.0109793339
## MasVnrArea 0.0706196835 0.108410835 0.026912021 0.0586412514
## ExterQual -0.0462534947 -0.193817353 -0.062053602 -0.1607012619
## ExterCond -0.0005661939 0.025332640 0.091834977 0.0123825989
## Foundation 0.0097358506 0.094952171 0.105364447 0.0479689320
## BsmtQual -0.0565341840 -0.173881640 -0.095317452 -0.0872076539
## BsmtCond 0.0050829020 -0.019533918 0.010622083 0.0283284559
## BsmtExposure -0.1379954486 -0.011044287 0.013154034 -0.0754641714
## BsmtFinType1 -0.0586026150 -0.019350171 -0.012839687 -0.0597225166
## BsmtFinSF1 0.1204840384 0.066151056 0.013859063 0.0905439838
## BsmtFinType2 -0.0701066034 -0.011526722 -0.029584428 0.0109670807
## BsmtFinSF2 0.0843075041 0.022988781 0.029106779 -0.0023958022
## BsmtUnfSF -0.0982348371 0.107007848 0.011273280 -0.0048070378
## TotalBsmtSF 0.0603821643 0.182549893 0.036932393 0.0872310786
## Heating 0.0845454502 0.002058241 -0.004734747 0.0024208849
## HeatingQC -0.0143032339 -0.078620629 -0.064336062 -0.0406123743
## CentralAir -0.0301823557 0.003118107 0.119692114 -0.0078244254
## Electrical 0.0002605848 0.032134450 0.109625836 -0.0084947294
## X1stFlrSF 0.0767340436 0.169505955 0.020362425 0.0929041216
## X2ndFlrSF -0.0725956140 0.010285571 0.018497020 -0.0284791683
## LowQualFinSF -0.0167398368 -0.003984938 -0.023810403 0.0023091195
## GrLivArea -0.0014804599 0.147543629 0.030560144 0.0517217275
## BsmtFullBath 0.0972452096 0.074213062 0.011406593 0.0595364565
## BsmtHalfBath 0.0712509816 -0.005527333 -0.026845966 0.0074067940
## FullBath -0.0833670247 0.143077333 0.077081700 0.0639780907
## HalfBath -0.0120660595 0.001475815 0.060148972 -0.0069805731
## BedroomAbvGr -0.1343548102 0.029435595 0.004238536 -0.0223434000
## KitchenAbvGr -0.0424116026 0.047816380 -0.041359399 -0.0170948969
## KitchenQual -0.0465558007 -0.184395875 -0.057173872 -0.1304447738
## TotRmsAbvGrd -0.0740076345 0.088723246 0.048705338 0.0295178511
## Functional -0.0420099840 0.034855158 0.046949436 -0.0074133982
## Fireplaces 0.1199765881 0.012583121 0.038717241 0.0922618401
## FireplaceQu 0.0121789046 -0.055377588 0.011116242 -0.0241527947
## GarageType -0.0616462805 -0.052935510 -0.088602286 -0.0745048960
## GarageYrBlt 0.0471531238 -0.006979787 0.058750485 0.0409007313
## GarageFinish -0.0040026895 -0.039248099 -0.098790856 -0.0661007588
## GarageCars 0.0061507636 0.134925799 0.086209758 0.0959660765
## GarageArea 0.0199691132 0.148766237 0.069905535 0.0898387234
## GarageQual -0.0023475189 0.039766907 0.068916704 0.0477869476
## GarageCond 0.0293031610 0.003722372 0.084271151 0.0154357233
## PavedDrive 0.0266116495 0.011548461 0.097777190 0.0069316418
## WoodDeckSF 0.0808562110 0.004978897 0.026934694 0.0385703446
## OpenPorchSF 0.0105846944 0.167101617 0.008062861 0.0250606274
## EnclosedPorch 0.0411687881 0.014114898 -0.077633894 0.0103498464
## X3SsnPorch 0.0292615293 0.016236701 -0.018564453 0.0025485018
## ScreenPorch 0.0751087968 -0.008285101 0.007841104 0.0324800096
## PoolArea 0.0029851452 0.038982244 -0.043250950 0.0016418828
## PoolQC -0.0712412788 -0.005386388 0.002450751 -0.0012530736
## Fence 0.0147689019 0.057283160 0.054754319 -0.0221980933
## MiscFeature -0.0454877850 0.007498117 -0.023065133 -0.0219314601
## MiscVal -0.0041933373 -0.017220509 -0.009359601 -0.0003866774
## MoSold -0.0403850223 0.002336489 0.016465834 0.0344821090
## YrSold 0.0343873473 0.029713814 -0.048163036 0.0243196292
## SaleType 0.0402652562 0.009966029 -0.046970161 0.0024617604
## SaleCondition -0.0297993044 0.036673219 0.034937578 0.0758014277
## BldgType HouseStyle OverallQual OverallCond
## MSSubClass 0.7370483191 0.3412597122 0.034690318 -0.071768182
## MSZoning -0.0563003015 -0.0792334764 -0.180130409 0.178650480
## LotFrontage -0.4675956912 0.0085011776 0.171885841 -0.083418476
## LotArea -0.4046535308 -0.0096248494 0.107989304 -0.103401573
## Street 0.0274150300 0.0277495419 0.085548979 -0.006514160
## Alley 0.1800445476 0.0997196977 0.167280666 -0.115713295
## LotShape 0.0311129600 -0.1691757902 -0.325025546 0.125375265
## LandContour -0.0089173905 0.0662502449 -0.077118813 -0.019721409
## LotConfig 0.1060990720 -0.0178983643 -0.041432620 -0.010393330
## LandSlope 0.0435936359 -0.0536009094 0.028079354 0.009762321
## Neighborhood 0.0247003984 0.0377407439 0.187333418 -0.043618275
## Condition1 -0.0303559231 0.0495271905 0.105983536 -0.019511674
## Condition2 0.0319253719 0.0382497777 0.104779561 -0.058742451
## BldgType 1.0000000000 0.0637353063 0.109385542 -0.134153984
## HouseStyle 0.0637353063 1.0000000000 0.196306353 -0.059571621
## OverallQual 0.1093855420 0.1963063528 1.000000000 -0.095873947
## OverallCond -0.1341539843 -0.0595716209 -0.095873947 1.000000000
## YearBuilt 0.2183464522 0.3141600106 0.621910300 -0.361026759
## YearRemodAdd 0.1165314678 0.2337891050 0.591266671 0.021667763
## RoofStyle -0.0189907672 -0.0422044880 0.231408066 -0.066440098
## RoofMatl -0.0210739551 0.0067476120 0.027665471 -0.002865049
## Exterior1st -0.1419446707 -0.0145420149 0.176243090 0.049549033
## Exterior2nd -0.1965732441 -0.0199976908 0.150463205 0.028445770
## MasVnrType 0.0071420002 -0.1369461156 -0.092612541 0.026234627
## MasVnrArea 0.0594128434 0.0838358712 0.445712120 -0.140893384
## ExterQual -0.1130745025 -0.0672692421 -0.630840453 0.205893453
## ExterCond 0.0846390248 0.0652799479 0.197517745 -0.216447697
## Foundation 0.1389539824 0.2333682133 0.418800120 -0.234837956
## BsmtQual -0.1338139699 -0.1958968727 -0.579465809 0.275417680
## BsmtCond 0.0602292338 0.0768441317 0.152870053 0.061912477
## BsmtExposure -0.0519685041 -0.2187007920 -0.332895821 0.089092917
## BsmtFinType1 -0.0842632913 -0.0599939871 -0.107740468 -0.093651136
## BsmtFinSF1 0.0453035512 0.0073798898 0.323205980 -0.055530248
## BsmtFinType2 0.0287853864 0.0156087694 0.099636786 -0.061159672
## BsmtFinSF2 -0.0341583520 0.0138509132 -0.027882670 0.042817952
## BsmtUnfSF -0.0169175509 -0.1584209198 0.244018828 -0.140897508
## TotalBsmtSF 0.0162088128 -0.1431005835 0.561183254 -0.178849489
## Heating 0.0115357006 -0.0004115342 -0.106663746 -0.033993797
## HeatingQC -0.0219907394 -0.1157706455 -0.463878168 0.056591667
## CentralAir 0.0296445440 0.1360203691 0.300713137 0.121102402
## Electrical 0.0875158161 0.1663236184 0.249622839 -0.006055999
## X1stFlrSF -0.0214200659 -0.1316481850 0.481842157 -0.170451155
## X2ndFlrSF -0.0592812141 0.3885117319 0.195868733 -0.019316196
## LowQualFinSF -0.0244924569 -0.1107147803 -0.068135359 -0.009580223
## GrLivArea -0.0711370718 0.2185448315 0.558598649 -0.157371690
## BsmtFullBath 0.1000243791 0.0372556457 0.216042119 -0.030827987
## BsmtHalfBath -0.0005045277 0.0758963572 -0.040654644 0.052205113
## FullBath 0.1223911819 0.2203022264 0.507580330 -0.236617149
## HalfBath 0.0039190383 0.3907101714 0.271950789 -0.116484173
## BedroomAbvGr -0.2126855813 0.1502909065 0.045900536 -0.029715488
## KitchenAbvGr 0.2189950297 0.0075476536 -0.134838635 -0.086658344
## KitchenQual -0.0524208448 -0.0338488922 -0.576358303 0.089338241
## TotRmsAbvGrd -0.1504750352 0.1962847392 0.352016337 -0.130290956
## Functional 0.0664168399 0.0646532754 0.193003026 0.059249649
## Fireplaces -0.0640024248 0.1061718386 0.384998974 -0.038643283
## FireplaceQu 0.0276787112 0.1025254417 -0.098414672 -0.019675659
## GarageType -0.0176000604 -0.1513123459 -0.408540969 0.176704472
## GarageYrBlt -0.0528372917 0.0479898048 0.268124685 0.037649468
## GarageFinish -0.0940169812 -0.2049330834 -0.419435728 0.214441116
## GarageCars -0.0031020840 0.1980937668 0.600821031 -0.178351368
## GarageArea -0.0493614892 0.1302798281 0.568249088 -0.157104090
## GarageQual 0.0576215496 0.1472586500 0.295775467 -0.037325151
## GarageCond -0.0096844015 0.1052260394 0.301690267 0.100681393
## PavedDrive 0.0915857936 0.1746914299 0.356962947 -0.008279251
## WoodDeckSF -0.0517786586 0.1614014183 0.270790126 0.043057947
## OpenPorchSF -0.0234900059 0.1206688142 0.288367183 -0.103782921
## EnclosedPorch -0.1067254734 -0.1355701637 -0.161339298 0.072177737
## X3SsnPorch 0.0063538503 -0.0423030986 0.002802703 0.071284534
## ScreenPorch -0.0432455847 -0.0093997035 0.022333982 0.033146046
## PoolArea -0.0244144200 0.0104318214 -0.012330121 -0.037190620
## PoolQC 0.0186329161 -0.0047595876 -0.076663321 0.029570493
## Fence 0.1289161701 0.0237171972 0.185081839 -0.187472444
## MiscFeature -0.0495951914 0.0573429770 -0.066196610 0.046203192
## MiscVal -0.0333718247 -0.0014023056 0.033783623 0.007236297
## MoSold 0.0265911296 0.0325014334 -0.008763728 -0.009767116
## YrSold 0.0147890018 -0.0200693653 -0.012290567 0.015648602
## SaleType 0.0299927440 0.0926254427 0.035084330 0.132392270
## SaleCondition 0.0383124007 0.0777411767 0.247595535 0.054076579
## YearBuilt YearRemodAdd RoofStyle RoofMatl
## MSSubClass 0.040847977 0.046319069 -0.149530066 -0.0212254362
## MSZoning -0.314849236 -0.207395759 -0.027248158 -0.0102159528
## LotFrontage 0.114234058 0.087094040 0.188646662 0.0860974686
## LotArea 0.048313577 0.036907293 0.154337105 0.1100708236
## Street 0.102993469 0.095309320 0.003914650 0.0063926444
## Alley 0.342752858 0.157375616 0.017705176 0.0243653115
## LotShape -0.335655049 -0.227488497 -0.038943585 -0.0457353758
## LandContour 0.094467890 0.034066073 -0.056159385 -0.0361569370
## LotConfig 0.020190807 0.016446929 -0.005700575 -0.0030781213
## LandSlope -0.001515905 -0.027562071 0.081129226 0.1781781523
## Neighborhood 0.079701032 0.107089088 0.082819443 -0.0190485759
## Condition1 0.167909216 0.103760030 0.029444038 0.0042540349
## Condition2 0.066761124 0.065190984 0.096633020 0.0028541670
## BldgType 0.218346452 0.116531468 -0.018990767 -0.0210739551
## HouseStyle 0.314160011 0.233789105 -0.042204488 0.0067476120
## OverallQual 0.621910300 0.591266671 0.231408066 0.0276654710
## OverallCond -0.361026759 0.021667763 -0.066440098 -0.0028650493
## YearBuilt 1.000000000 0.631695783 0.093715578 -0.0068664876
## YearRemodAdd 0.631695783 1.000000000 0.036062992 -0.0358833392
## RoofStyle 0.093715578 0.036062992 1.000000000 0.0761895518
## RoofMatl -0.006866488 -0.035883339 0.076189552 1.0000000000
## Exterior1st 0.109887584 0.208467714 -0.051332295 0.0002664674
## Exterior2nd 0.094031570 0.196941172 -0.070305110 0.0020861344
## MasVnrType -0.114914535 -0.027435517 -0.090704388 -0.0417024879
## MasVnrArea 0.303416846 0.206431622 0.307608977 0.0263439521
## ExterQual -0.486182547 -0.494853225 -0.235815030 -0.0060685806
## ExterCond 0.285729506 0.066987912 0.046353705 0.0227144404
## Foundation 0.639799563 0.475789411 0.066665081 -0.0057330676
## BsmtQual -0.592112864 -0.528967640 -0.140280554 -0.0083256328
## BsmtCond 0.212971349 0.137235388 0.020525734 -0.0263742436
## BsmtExposure -0.328540329 -0.230326589 -0.085564937 -0.0568312379
## BsmtFinType1 -0.200871504 -0.072492346 -0.112842892 -0.0350308521
## BsmtFinSF1 0.309974503 0.176064499 0.243812721 0.0090024638
## BsmtFinType2 0.041858326 0.082551879 -0.008286875 -0.0960743291
## BsmtFinSF2 -0.008001422 -0.055943755 0.076666570 0.1570213143
## BsmtUnfSF 0.112528975 0.149946175 0.033226054 -0.0598432492
## TotalBsmtSF 0.425883558 0.306246029 0.313521232 0.0127850738
## Heating -0.104929641 -0.080647184 0.009546861 -0.0083940243
## HeatingQC -0.414880399 -0.513639433 -0.076577668 -0.0103326225
## CentralAir 0.361578028 0.274313390 0.028892097 0.0100905088
## Electrical 0.341669137 0.316690699 0.029063598 0.0294540913
## X1stFlrSF 0.338733120 0.243792904 0.335466292 0.0757045804
## X2ndFlrSF 0.025195059 0.177176754 -0.135105670 0.0102738163
## LowQualFinSF -0.101153829 -0.059973421 -0.022150016 -0.0080064962
## GrLivArea 0.290411763 0.347946308 0.156042249 0.0702512314
## BsmtFullBath 0.235441774 0.150720035 0.174553704 0.0817283843
## BsmtHalfBath -0.022719415 -0.076669934 0.059540630 0.0429127886
## FullBath 0.474027883 0.477064145 0.057305728 -0.0244052409
## HalfBath 0.296700272 0.238807192 -0.048569695 0.0285047727
## BedroomAbvGr -0.035923462 -0.004413470 0.002523576 -0.0085629412
## KitchenAbvGr -0.098643619 -0.135939793 -0.006983480 0.0004694295
## KitchenQual -0.410055247 -0.489623911 -0.220721514 0.0147006120
## TotRmsAbvGrd 0.134838568 0.203619227 0.120631418 0.0204752373
## Functional 0.182975899 0.126525464 -0.009449047 -0.0667756398
## Fireplaces 0.193597253 0.153964701 0.167693268 0.1312005257
## FireplaceQu 0.011241414 -0.038109043 -0.091658725 -0.0434741917
## GarageType -0.538577997 -0.306405560 -0.129264453 -0.0315195693
## GarageYrBlt 0.247851972 0.147635792 0.046096400 -0.0541751803
## GarageFinish -0.478755899 -0.394803484 -0.148187963 -0.0429715129
## GarageCars 0.539486779 0.429467869 0.162152615 0.0301073998
## GarageArea 0.483668898 0.380261653 0.193122455 0.0370456958
## GarageQual 0.379170827 0.230120526 0.075071012 -0.0010571503
## GarageCond 0.305018964 0.193675503 0.048454188 -0.0463430905
## PavedDrive 0.502219768 0.248624992 0.088284471 0.0337351851
## WoodDeckSF 0.233889053 0.230723833 0.081417372 0.0604911572
## OpenPorchSF 0.208039737 0.258049281 0.028834327 -0.0045991147
## EnclosedPorch -0.363011803 -0.243582040 -0.055320889 0.0094224135
## X3SsnPorch -0.005441987 0.025823434 0.032684011 -0.0088365153
## ScreenPorch -0.031984383 -0.053760794 0.132408295 0.0123449351
## PoolArea -0.001060325 -0.034861628 -0.019112170 -0.0056929614
## PoolQC -0.027375981 -0.013930133 -0.022616621 0.0043448287
## Fence 0.196263145 0.205528247 0.033047303 0.0232139524
## MiscFeature -0.052480842 -0.004056352 -0.001926296 0.0191015432
## MiscVal 0.007325349 0.003011243 0.064010853 0.0388367360
## MoSold 0.015598581 0.011770817 0.069922170 -0.0038081837
## YrSold -0.011005605 0.029714895 -0.016000906 -0.0189563496
## SaleType 0.018889508 0.070557390 -0.053237426 -0.0103081387
## SaleCondition 0.239471895 0.264467718 0.017370478 -0.0496571438
## Exterior1st Exterior2nd MasVnrType MasVnrArea
## MSSubClass -0.1317342404 -0.1538782179 0.0183404967 -0.011023145
## MSZoning -0.0902410130 -0.0880115551 0.0166429925 -0.044231114
## LotFrontage 0.0776175343 0.1274159449 -0.0700627429 0.223835007
## LotArea 0.0367056248 0.0732210900 -0.0531765605 0.187437116
## Street -0.0042040847 -0.0126469064 0.0113232085 0.027841217
## Alley -0.0091485464 -0.0075750468 -0.0405904713 0.085430449
## LotShape -0.0303487320 -0.0278587092 0.0548013167 -0.145830220
## LandContour 0.0714564653 0.0570327871 -0.1022904031 -0.028661400
## LotConfig -0.0112452012 -0.0132227481 0.0150872260 -0.029083296
## LandSlope -0.0461639825 -0.0315110940 0.0795940850 0.070619683
## Neighborhood -0.0235479370 -0.0514981142 -0.0192724432 0.108410835
## Condition1 0.0200594102 0.0299547796 -0.0386350883 0.026912021
## Condition2 0.0119243179 -0.0025930596 -0.0109793339 0.058641251
## BldgType -0.1419446707 -0.1965732441 0.0071420002 0.059412843
## HouseStyle -0.0145420149 -0.0199976908 -0.1369461156 0.083835871
## OverallQual 0.1762430901 0.1504632047 -0.0926125406 0.445712120
## OverallCond 0.0495490334 0.0284457703 0.0262346273 -0.140893384
## YearBuilt 0.1098875835 0.0940315699 -0.1149145349 0.303416846
## YearRemodAdd 0.2084677142 0.1969411724 -0.0274355166 0.206431622
## RoofStyle -0.0513322947 -0.0703051103 -0.0907043885 0.307608977
## RoofMatl 0.0002664674 0.0020861344 -0.0417024879 0.026343952
## Exterior1st 1.0000000000 0.8428410410 0.0154766240 0.013424649
## Exterior2nd 0.8428410410 1.0000000000 0.0362283276 -0.002447489
## MasVnrType 0.0154766240 0.0362283276 1.0000000000 -0.356484615
## MasVnrArea 0.0134246489 -0.0024474894 -0.3564846151 1.000000000
## ExterQual -0.0922080922 -0.1151002685 -0.0085919659 -0.385644220
## ExterCond 0.0070785452 -0.0049811113 -0.0215221076 0.061783676
## Foundation 0.1123112604 0.1408898339 -0.0598906370 0.192071418
## BsmtQual -0.0844049177 -0.0695202442 0.0015882707 -0.300269045
## BsmtCond 0.0621554639 0.0310739596 -0.0722970427 0.094992397
## BsmtExposure -0.0504129624 -0.0511574577 0.0827369062 -0.227575192
## BsmtFinType1 0.0296183823 0.0784467966 0.1548477474 -0.139489345
## BsmtFinSF1 -0.0383880007 -0.0493347191 -0.0881782712 0.342739515
## BsmtFinType2 0.0755778321 0.0647330949 0.0314647580 0.029258044
## BsmtFinSF2 -0.0658399016 -0.0769569096 -0.0457217864 0.038650717
## BsmtUnfSF 0.0830603109 0.0868777655 0.0607334074 0.061356065
## TotalBsmtSF 0.0162678484 0.0043687348 -0.0488306388 0.427640429
## Heating -0.0832880219 0.0019543924 0.0322899098 -0.047525361
## HeatingQC -0.2328928915 -0.2519236664 0.0376577121 -0.192987360
## CentralAir 0.0728942405 0.0063881645 -0.0817263928 0.138344715
## Electrical 0.0317708792 -0.0012100547 -0.0998863355 0.126615114
## X1stFlrSF 0.0023563445 0.0025350208 -0.0647826422 0.444612687
## X2ndFlrSF 0.1147920453 0.1194403729 -0.0523877547 0.061250366
## LowQualFinSF -0.0107299788 -0.0114991176 0.0307991769 -0.045331251
## GrLivArea 0.1003948607 0.1044981158 -0.0957080065 0.413528808
## BsmtFullBath -0.0149531484 -0.0123031399 -0.0661435131 0.199493420
## BsmtHalfBath -0.0822715555 -0.1137552010 -0.0242272931 0.005712556
## FullBath 0.1210218247 0.1107189209 -0.0825701997 0.235035656
## HalfBath 0.0741445065 0.0704899122 -0.0896792525 0.175912354
## BedroomAbvGr 0.0315830464 0.0410778387 -0.0839750678 0.053436153
## KitchenAbvGr -0.0558188125 -0.0372249611 0.0008314944 -0.065000378
## KitchenQual -0.0914938133 -0.1136991811 -0.0150766961 -0.360295833
## TotRmsAbvGrd 0.0925862305 0.1114347002 -0.0668386990 0.274281141
## Functional 0.0036081554 -0.0019279414 -0.0574969479 0.052753873
## Fireplaces 0.0805860543 0.0852235061 -0.0860359268 0.299437775
## FireplaceQu -0.0223293949 -0.0454612503 -0.1326582347 -0.088438299
## GarageType -0.0150564464 0.0363515022 0.1269369539 -0.230426942
## GarageYrBlt 0.0110052405 0.0071913693 -0.0485085713 0.124382859
## GarageFinish -0.0853041923 -0.0894650116 0.0628259468 -0.223001404
## GarageCars 0.1233591850 0.1151971685 -0.0862282658 0.354106226
## GarageArea 0.0944795723 0.0911769300 -0.0586878023 0.371371895
## GarageQual 0.0778284808 0.0170387411 -0.1016366280 0.149153440
## GarageCond 0.0361356412 0.0128531684 -0.0730282731 0.128278270
## PavedDrive 0.0009539607 -0.0455175127 -0.1157573453 0.179415616
## WoodDeckSF 0.0537251137 0.0629963884 -0.0696416516 0.173247326
## OpenPorchSF 0.0734405467 0.0504180131 -0.0326677362 0.159274471
## EnclosedPorch -0.0544611651 -0.0377451379 0.0617647980 -0.111330055
## X3SsnPorch -0.0008897566 -0.0077014270 0.0141951217 0.006287421
## ScreenPorch -0.0187473245 -0.0406402069 -0.0721215496 0.070971807
## PoolArea 0.0427070313 0.0254898856 -0.0028326223 -0.005047978
## PoolQC -0.0298694989 0.0044195041 -0.0313592778 -0.049695200
## Fence 0.0855020340 0.0774685955 0.0028006089 0.095115927
## MiscFeature -0.0295469422 -0.0439810882 -0.0137144529 -0.040905603
## MiscVal -0.0275713383 -0.0377569313 0.0168114448 0.106085848
## MoSold -0.0402781261 -0.0379515972 -0.0203985235 0.001540218
## YrSold 0.0414116751 0.0004857185 0.0435477834 -0.027721665
## SaleType -0.0068644593 0.0200851232 -0.0745324707 0.019376255
## SaleCondition 0.1218222479 0.0917283628 -0.0073563813 0.080671698
## ExterQual ExterCond Foundation BsmtQual
## MSSubClass -0.0153537218 0.0012122842 0.051004680 -0.058476958
## MSZoning 0.1985300273 -0.0834976492 -0.296240860 0.188313881
## LotFrontage -0.1585053984 -0.0121755337 0.114105036 -0.125861928
## LotArea -0.0986328176 -0.0419110165 0.070872209 -0.102067702
## Street 0.0321103946 0.0804557872 -0.009661367 -0.007742082
## Alley -0.1243919238 0.0955601540 0.176577905 -0.154186103
## LotShape 0.1956869567 -0.0872057070 -0.201986425 0.263354542
## LandContour 0.0482255282 -0.0012105254 0.068325466 0.052922408
## LotConfig 0.0009650159 0.0743093908 -0.017519962 0.057241952
## LandSlope -0.0462534947 -0.0005661939 0.009735851 -0.056534184
## Neighborhood -0.1938173530 0.0253326399 0.094952171 -0.173881640
## Condition1 -0.0620536015 0.0918349769 0.105364447 -0.095317452
## Condition2 -0.1607012619 0.0123825989 0.047968932 -0.087207654
## BldgType -0.1130745025 0.0846390248 0.138953982 -0.133813970
## HouseStyle -0.0672692421 0.0652799479 0.233368213 -0.195896873
## OverallQual -0.6308404528 0.1975177446 0.418800120 -0.579465809
## OverallCond 0.2058934533 -0.2164476971 -0.234837956 0.275417680
## YearBuilt -0.4861825470 0.2857295056 0.639799563 -0.592112864
## YearRemodAdd -0.4948532247 0.0669879118 0.475789411 -0.528967640
## RoofStyle -0.2358150300 0.0463537053 0.066665081 -0.140280554
## RoofMatl -0.0060685806 0.0227144404 -0.005733068 -0.008325633
## Exterior1st -0.0922080922 0.0070785452 0.112311260 -0.084404918
## Exterior2nd -0.1151002685 -0.0049811113 0.140889834 -0.069520244
## MasVnrType -0.0085919659 -0.0215221076 -0.059890637 0.001588271
## MasVnrArea -0.3856442200 0.0617836763 0.192071418 -0.300269045
## ExterQual 1.0000000000 -0.0208378439 -0.386133381 0.598320168
## ExterCond -0.0208378439 1.0000000000 0.214177577 -0.149513780
## Foundation -0.3861333806 0.2141775773 1.000000000 -0.495868792
## BsmtQual 0.5983201684 -0.1495137805 -0.495868792 1.000000000
## BsmtCond -0.0338598394 0.1706789069 0.027072972 0.001331743
## BsmtExposure 0.2357924383 -0.0891337259 -0.159252925 0.314391294
## BsmtFinType1 -0.0005659130 -0.0214730091 -0.066236170 0.053961861
## BsmtFinSF1 -0.2706990872 0.0492642989 0.159872544 -0.297835004
## BsmtFinType2 -0.0886029669 0.0976977646 0.015564634 -0.094559991
## BsmtFinSF2 0.0574546963 -0.0755358662 -0.055656255 0.075644966
## BsmtUnfSF -0.1987322288 0.1004895663 0.040020074 -0.088530835
## TotalBsmtSF -0.4508667450 0.1195467091 0.181363466 -0.362819583
## Heating 0.0005613878 -0.0437039929 0.003581812 0.051311428
## HeatingQC 0.4418827029 -0.0396589305 -0.377301871 0.391344234
## CentralAir -0.0620385509 0.1398544192 0.152740291 -0.133266969
## Electrical -0.1468481952 0.0796390782 0.178470332 -0.198507643
## X1stFlrSF -0.4086769860 0.0776752883 0.239825877 -0.331014320
## X2ndFlrSF -0.0729039474 -0.0415259233 0.109549543 -0.123889534
## LowQualFinSF 0.0252786798 0.0247439202 -0.098641225 0.073553246
## GrLivArea -0.3959749212 0.0299675360 0.282605489 -0.372077601
## BsmtFullBath -0.1713368290 0.0190997578 0.152138205 -0.224729690
## BsmtHalfBath 0.0667578149 -0.0133198371 -0.067035148 0.057659922
## FullBath -0.3955233419 0.0489423775 0.395180697 -0.435768967
## HalfBath -0.1370106058 0.0572000032 0.229347434 -0.200318105
## BedroomAbvGr 0.0850362315 -0.0206440231 0.006853091 0.082301463
## KitchenAbvGr 0.0910393939 -0.0623711617 0.021667454 0.093022959
## KitchenQual 0.6690179784 -0.0640227076 -0.330263331 0.534671731
## TotRmsAbvGrd -0.2278325773 0.0064728560 0.181851617 -0.195648088
## Functional -0.0773907986 0.0713343603 0.103990550 -0.090943410
## Fireplaces -0.2106897281 0.0168679071 0.104625191 -0.196372620
## FireplaceQu 0.1924464962 -0.0055683242 0.024555895 0.094584133
## GarageType 0.2538342573 -0.1767260005 -0.328741557 0.284784527
## GarageYrBlt -0.0902608034 0.0991435320 0.069053849 -0.096484819
## GarageFinish 0.3735006275 -0.1120082895 -0.402370595 0.443267969
## GarageCars -0.4286942486 0.1244655052 0.373554077 -0.473318366
## GarageArea -0.4311837445 0.0893845977 0.327763460 -0.426831573
## GarageQual -0.0960580368 0.1457847519 0.212883806 -0.135326119
## GarageCond -0.0944203233 0.1017698749 0.117030357 -0.118301037
## PavedDrive -0.0855151857 0.1928913938 0.215020674 -0.132087752
## WoodDeckSF -0.1822391075 -0.0199638513 0.107409544 -0.205478603
## OpenPorchSF -0.2467205351 0.0537962042 0.224084440 -0.227232837
## EnclosedPorch 0.1150533469 -0.1661498910 -0.205545678 0.197586153
## X3SsnPorch -0.0516627497 -0.0390325102 -0.033804805 -0.005153591
## ScreenPorch 0.0092927314 -0.0140750528 -0.013402340 0.026742555
## PoolArea -0.0076753367 -0.0441616149 -0.026076977 0.003061963
## PoolQC 0.0812643045 0.0152664373 -0.000597322 0.049060729
## Fence -0.1976155192 0.1184653950 0.194600053 -0.217516624
## MiscFeature 0.0831252069 -0.0695950437 -0.011863818 0.062672569
## MiscVal -0.0343524840 0.0083674165 0.009008753 -0.005786731
## MoSold -0.0164102041 0.0474290181 -0.004914837 -0.016228271
## YrSold -0.0168669681 -0.0480741586 -0.015809684 -0.002069500
## SaleType 0.0587811748 0.0140086036 0.050038423 0.006149155
## SaleCondition -0.2005775345 0.0751892371 0.181029889 -0.180419853
## BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1
## MSSubClass 0.0173322663 -0.085422647 -0.0187217715 -0.058162205
## MSZoning -0.0545922053 0.041958502 0.0535920697 -0.061367574
## LotFrontage -0.0333152001 -0.135601136 -0.0236128032 0.187454482
## LotArea -0.0226409477 -0.097679298 -0.0337207518 0.185890284
## Street 0.0847985133 -0.008779919 -0.0468559553 0.049029753
## Alley 0.0650351443 -0.030451521 -0.1166447474 0.085311763
## LotShape -0.0826625564 0.209928898 0.1084312018 -0.186288409
## LandContour 0.0645823022 0.080353190 -0.0112895091 -0.054039477
## LotConfig 0.0207990224 0.015775659 -0.0103590051 -0.031935187
## LandSlope 0.0050829020 -0.137995449 -0.0586026150 0.120484038
## Neighborhood -0.0195339183 -0.011044287 -0.0193501708 0.066151056
## Condition1 0.0106220832 0.013154034 -0.0128396870 0.013859063
## Condition2 0.0283284559 -0.075464171 -0.0597225166 0.090543984
## BldgType 0.0602292338 -0.051968504 -0.0842632913 0.045303551
## HouseStyle 0.0768441317 -0.218700792 -0.0599939871 0.007379890
## OverallQual 0.1528700529 -0.332895821 -0.1077404680 0.323205980
## OverallCond 0.0619124766 0.089092917 -0.0936511363 -0.055530248
## YearBuilt 0.2129713495 -0.328540329 -0.2008715043 0.309974503
## YearRemodAdd 0.1372353876 -0.230326589 -0.0724923460 0.176064499
## RoofStyle 0.0205257337 -0.085564937 -0.1128428920 0.243812721
## RoofMatl -0.0263742436 -0.056831238 -0.0350308521 0.009002464
## Exterior1st 0.0621554639 -0.050412962 0.0296183823 -0.038388001
## Exterior2nd 0.0310739596 -0.051157458 0.0784467966 -0.049334719
## MasVnrType -0.0722970427 0.082736906 0.1548477474 -0.088178271
## MasVnrArea 0.0949923970 -0.227575192 -0.1394893452 0.342739515
## ExterQual -0.0338598394 0.235792438 -0.0005659130 -0.270699087
## ExterCond 0.1706789069 -0.089133726 -0.0214730091 0.049264299
## Foundation 0.0270729718 -0.159252925 -0.0662361704 0.159872544
## BsmtQual 0.0013317426 0.314391294 0.0539618613 -0.297835004
## BsmtCond 1.0000000000 -0.111603199 -0.0418991913 0.076167075
## BsmtExposure -0.1116031988 1.000000000 0.1953631836 -0.350740679
## BsmtFinType1 -0.0418991913 0.195363184 1.0000000000 -0.593162814
## BsmtFinSF1 0.0761670746 -0.350740679 -0.5931628136 1.000000000
## BsmtFinType2 0.0516175087 0.014447249 0.0812100967 0.061449192
## BsmtFinSF2 0.0147762673 -0.097674721 -0.0995643437 -0.059304624
## BsmtUnfSF 0.1051051705 0.038662787 0.4766649346 -0.458343187
## TotalBsmtSF 0.1876820410 -0.360751796 -0.1784618884 0.550777591
## Heating -0.0420004278 0.044751216 0.0338303840 -0.052383647
## HeatingQC -0.0667020770 0.134722878 -0.0156968512 -0.105841416
## CentralAir 0.1867401228 -0.138259420 -0.1670015052 0.166086238
## Electrical 0.0557249690 -0.141007960 -0.1563655117 0.143458705
## X1stFlrSF 0.0474344486 -0.256776016 -0.1251262907 0.470291076
## X2ndFlrSF -0.0041854887 0.118009558 0.1348756903 -0.188340199
## LowQualFinSF -0.0522464314 0.047303824 0.0667321984 -0.068102965
## GrLivArea 0.0305318145 -0.104043490 0.0202818639 0.216317701
## BsmtFullBath 0.0630266742 -0.289167295 -0.4635669022 0.629295906
## BsmtHalfBath 0.0367183007 -0.073548109 -0.1219074920 0.089252077
## FullBath 0.0325811420 -0.089323387 0.0212417605 0.105073106
## HalfBath 0.0731286727 0.040834160 0.0430371253 -0.018459579
## BedroomAbvGr 0.0230636065 0.117396134 0.0934917695 -0.118980737
## KitchenAbvGr -0.0778620224 0.100224098 0.1017316232 -0.092024265
## KitchenQual -0.0487398216 0.236513436 0.0403061233 -0.278698382
## TotRmsAbvGrd -0.0087873336 -0.008699488 0.0728567665 0.061320576
## Functional 0.1208478872 -0.094702209 -0.0471759268 0.051707866
## Fireplaces 0.0312546192 -0.202585756 -0.1814608961 0.326474564
## FireplaceQu 0.0242090446 0.088217130 -0.0389665617 -0.033344353
## GarageType -0.1548697503 0.225890544 0.2126977814 -0.301312280
## GarageYrBlt 0.1250633362 -0.062836507 -0.1314785270 0.135240785
## GarageFinish -0.0833935842 0.240909693 0.0767633885 -0.197388129
## GarageCars 0.1244011358 -0.245974829 -0.1181175968 0.285538312
## GarageArea 0.1125516163 -0.264296461 -0.1279344318 0.323306463
## GarageQual 0.2199275183 -0.122286517 -0.2020399879 0.180394926
## GarageCond 0.1707300564 -0.096922282 -0.1661987397 0.154247407
## PavedDrive 0.2066940708 -0.169288691 -0.2447556162 0.235887401
## WoodDeckSF 0.0615274461 -0.231022933 -0.1750228849 0.242729697
## OpenPorchSF 0.0316866853 -0.075608394 -0.0007578105 0.136718574
## EnclosedPorch -0.1129890211 0.092655084 0.0942361403 -0.097166881
## X3SsnPorch -0.0521740647 -0.002883793 -0.0542726858 0.088271843
## ScreenPorch -0.0182619994 -0.035990827 -0.0624102071 0.131567368
## PoolArea -0.0055991371 0.006740386 -0.0126962533 0.012122993
## PoolQC -0.0149182596 0.020939786 0.0003130859 -0.064154443
## Fence -0.0023227025 -0.087609046 0.0873875554 -0.010872144
## MiscFeature 0.0061396246 0.006172509 -0.0528649536 0.002620830
## MiscVal 0.0237403177 -0.006283415 -0.0456352897 0.165411059
## MoSold -0.0009813622 -0.016269913 -0.0044071157 0.013901513
## YrSold 0.0266963147 0.056015532 -0.0219536022 0.030651371
## SaleType 0.0430250294 -0.024427917 -0.0679874970 0.045458202
## SaleCondition 0.0885519718 -0.058388889 0.0023221915 0.022213364
## BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## MSSubClass 0.0649489468 -0.078891292 -0.1102300664 -0.199795792
## MSZoning 0.0157010774 -0.003454989 -0.0659540648 -0.129383506
## LotFrontage -0.0320650538 0.039750957 0.0858219431 0.292832113
## LotArea -0.0453019692 0.054345593 0.0723070567 0.283715620
## Street -0.0073778403 0.019129608 0.0058667489 0.063723171
## Alley -0.0247721237 0.011995307 -0.0179610208 0.074624865
## LotShape -0.0002265093 -0.043851663 -0.0112929379 -0.219788502
## LandContour 0.0416447162 -0.026432077 0.0241344413 -0.042194400
## LotConfig 0.0144381916 -0.006573943 -0.0021484710 -0.037511786
## LandSlope -0.0701066034 0.084307504 -0.0982348371 0.060382164
## Neighborhood -0.0115267220 0.022988781 0.1070078483 0.182549893
## Condition1 -0.0295844276 0.029106779 0.0112732797 0.036932393
## Condition2 0.0109670807 -0.002395802 -0.0048070378 0.087231079
## BldgType 0.0287853864 -0.034158352 -0.0169175509 0.016208813
## HouseStyle 0.0156087694 0.013850913 -0.1584209198 -0.143100584
## OverallQual 0.0996367862 -0.027882670 0.2440188283 0.561183254
## OverallCond -0.0611596722 0.042817952 -0.1408975079 -0.178849489
## YearBuilt 0.0418583256 -0.008001422 0.1125289754 0.425883558
## YearRemodAdd 0.0825518787 -0.055943755 0.1499461752 0.306246029
## RoofStyle -0.0082868746 0.076666570 0.0332260540 0.313521232
## RoofMatl -0.0960743291 0.157021314 -0.0598432492 0.012785074
## Exterior1st 0.0755778321 -0.065839902 0.0830603109 0.016267848
## Exterior2nd 0.0647330949 -0.076956910 0.0868777655 0.004368735
## MasVnrType 0.0314647580 -0.045721786 0.0607334074 -0.048830639
## MasVnrArea 0.0292580440 0.038650717 0.0613560652 0.427640429
## ExterQual -0.0886029669 0.057454696 -0.1987322288 -0.450866745
## ExterCond 0.0976977646 -0.075535866 0.1004895663 0.119546709
## Foundation 0.0155646343 -0.055656255 0.0400200743 0.181363466
## BsmtQual -0.0945599915 0.075644966 -0.0885308351 -0.362819583
## BsmtCond 0.0516175087 0.014776267 0.1051051705 0.187682041
## BsmtExposure 0.0144472486 -0.097674721 0.0386627870 -0.360751796
## BsmtFinType1 0.0812100967 -0.099564344 0.4766649346 -0.178461888
## BsmtFinSF1 0.0614491924 -0.059304624 -0.4583431867 0.550777591
## BsmtFinType2 1.0000000000 -0.720810830 0.2902007097 0.062058087
## BsmtFinSF2 -0.7208108302 1.000000000 -0.2647707075 0.076425914
## BsmtUnfSF 0.2902007097 -0.264770707 1.0000000000 0.410066668
## TotalBsmtSF 0.0620580869 0.076425914 0.4100666676 1.000000000
## Heating -0.0223203522 -0.009153644 -0.0088309936 -0.066114013
## HeatingQC -0.1310955237 0.062221573 -0.1682084106 -0.249681050
## CentralAir -0.0205738165 0.060058877 0.0351070003 0.228990007
## Electrical -0.0247123782 0.040310284 0.0069586314 0.170148629
## X1stFlrSF -0.0236365398 0.073466176 0.2759458466 0.783984499
## X2ndFlrSF 0.1179102844 -0.095754102 -0.0055179726 -0.236875102
## LowQualFinSF 0.0244841751 -0.023958963 0.0672448722 -0.013138718
## GrLivArea 0.0849758086 -0.024875428 0.2275961430 0.436490663
## BsmtFullBath -0.1305908913 0.166748083 -0.3726516483 0.344856483
## BsmtHalfBath -0.1128649491 0.123807338 -0.1171015490 0.025461896
## FullBath 0.0855749615 -0.074618898 0.2583792845 0.332856356
## HalfBath 0.0736940375 -0.032466770 -0.0299083061 -0.061365099
## BedroomAbvGr 0.0839091002 -0.044723354 0.2003734897 0.057629916
## KitchenAbvGr 0.0005243834 -0.034746555 0.1021883214 -0.007534326
## KitchenQual -0.0756066859 0.036282518 -0.1456661322 -0.415190580
## TotRmsAbvGrd 0.1022735479 -0.059984341 0.2445975699 0.280195028
## Functional 0.0976198274 -0.025901118 0.0658393380 0.107663117
## Fireplaces -0.0337576719 0.083812876 -0.0421984908 0.326839997
## FireplaceQu -0.0116273469 0.002063897 -0.1012497560 -0.133224113
## GarageType 0.0443183883 -0.082712668 -0.0250795812 -0.366909252
## GarageYrBlt -0.0337724447 0.061485091 -0.0149801419 0.148519211
## GarageFinish -0.0619803482 0.009919291 -0.0646212463 -0.262339170
## GarageCars 0.0525309329 0.006459173 0.1483217761 0.441854159
## GarageArea 0.0331038287 0.022972848 0.1468534340 0.485745708
## GarageQual -0.0664241059 0.081043605 -0.0149855189 0.202646209
## GarageCond -0.0487614937 0.065750965 -0.0190088124 0.165752870
## PavedDrive -0.0261734661 0.081299396 -0.0102421848 0.264376324
## WoodDeckSF -0.0599776056 0.126154414 -0.0724865099 0.227897361
## OpenPorchSF 0.0464441746 -0.014039302 0.1117789363 0.244927331
## EnclosedPorch -0.0185540220 0.029081448 0.0127742338 -0.075543199
## X3SsnPorch -0.0127295761 -0.014454452 -0.0461268424 0.039357402
## ScreenPorch -0.0446930128 0.039865183 -0.0847996299 0.067300153
## PoolArea -0.0712494090 0.050162245 -0.0296062502 0.003233478
## PoolQC 0.0166949188 -0.011575814 0.0285221530 -0.042331591
## Fence 0.0832184487 -0.060401087 0.1500292505 0.112700339
## MiscFeature -0.0600510943 0.048941260 -0.0742173800 -0.050988324
## MiscVal 0.0155616466 -0.012788600 0.0003998984 0.165060615
## MoSold -0.0114406821 -0.003003628 0.0097967186 0.022729470
## YrSold -0.0226749193 -0.011784304 -0.0353484911 -0.008087877
## SaleType -0.0303902581 0.037430074 -0.1016740347 -0.038680187
## SaleCondition 0.0193407085 0.014860937 0.1096624289 0.136836496
## Heating HeatingQC CentralAir Electrical
## MSSubClass 0.0425899874 0.014829895 -0.057803499 0.0413431250
## MSZoning 0.0031966643 0.182271195 0.002763814 -0.1197749897
## LotFrontage 0.0323200662 -0.093421808 0.054073949 0.0433438496
## LotArea 0.0414530064 -0.040513644 0.062355183 0.0270828567
## Street 0.0054221972 -0.017334488 0.066860378 0.0226542492
## Alley -0.0093843187 -0.072079557 0.137233061 0.1366261799
## LotShape 0.0343199520 0.151884258 -0.131682636 -0.1543058049
## LandContour -0.0301172570 -0.008122926 0.063286762 0.0210446265
## LotConfig -0.0021236357 0.008809804 0.022731269 0.0301818396
## LandSlope 0.0845454502 -0.014303234 -0.030182356 0.0002605848
## Neighborhood 0.0020582405 -0.078620629 0.003118107 0.0321344500
## Condition1 -0.0047347470 -0.064336062 0.119692114 0.1096258357
## Condition2 0.0024208849 -0.040612374 -0.007824425 -0.0084947294
## BldgType 0.0115357006 -0.021990739 0.029644544 0.0875158161
## HouseStyle -0.0004115342 -0.115770646 0.136020369 0.1663236184
## OverallQual -0.1066637458 -0.463878168 0.300713137 0.2496228387
## OverallCond -0.0339937974 0.056591667 0.121102402 -0.0060559985
## YearBuilt -0.1049296412 -0.414880399 0.361578028 0.3416691374
## YearRemodAdd -0.0806471840 -0.513639433 0.274313390 0.3166906986
## RoofStyle 0.0095468613 -0.076577668 0.028892097 0.0290635979
## RoofMatl -0.0083940243 -0.010332622 0.010090509 0.0294540913
## Exterior1st -0.0832880219 -0.232892891 0.072894240 0.0317708792
## Exterior2nd 0.0019543924 -0.251923666 0.006388165 -0.0012100547
## MasVnrType 0.0322899098 0.037657712 -0.081726393 -0.0998863355
## MasVnrArea -0.0475253608 -0.192987360 0.138344715 0.1266151138
## ExterQual 0.0005613878 0.441882703 -0.062038551 -0.1468481952
## ExterCond -0.0437039929 -0.039658931 0.139854419 0.0796390782
## Foundation 0.0035818119 -0.377301871 0.152740291 0.1784703323
## BsmtQual 0.0513114276 0.391344234 -0.133266969 -0.1985076431
## BsmtCond -0.0420004278 -0.066702077 0.186740123 0.0557249690
## BsmtExposure 0.0447512155 0.134722878 -0.138259420 -0.1410079596
## BsmtFinType1 0.0338303840 -0.015696851 -0.167001505 -0.1563655117
## BsmtFinSF1 -0.0523836474 -0.105841416 0.166086238 0.1434587051
## BsmtFinType2 -0.0223203522 -0.131095524 -0.020573816 -0.0247123782
## BsmtFinSF2 -0.0091536435 0.062221573 0.060058877 0.0403102839
## BsmtUnfSF -0.0088309936 -0.168208411 0.035107000 0.0069586314
## TotalBsmtSF -0.0661140128 -0.249681050 0.228990007 0.1701486294
## Heating 1.0000000000 0.038026493 -0.256914815 -0.1190422315
## HeatingQC 0.0380264929 1.000000000 -0.201957223 -0.1720639487
## CentralAir -0.2569148145 -0.201957223 1.000000000 0.3115617463
## Electrical -0.1190422315 -0.172063949 0.311561746 1.0000000000
## X1stFlrSF -0.0242133612 -0.179744659 0.162241819 0.1244395827
## X2ndFlrSF 0.0331395946 -0.189646929 0.028761727 0.0172135989
## LowQualFinSF -0.0067910552 0.040920627 -0.024782909 0.0172863566
## GrLivArea 0.0082353761 -0.307956713 0.155705070 0.1185197065
## BsmtFullBath -0.0104112317 -0.082136641 0.111091345 0.1064161368
## BsmtHalfBath -0.0217831712 0.083650853 0.048993201 0.0059317135
## FullBath 0.0012175419 -0.333060308 0.144324067 0.1732159297
## HalfBath -0.0457082472 -0.220634718 0.167232177 0.0897525613
## BedroomAbvGr 0.0362655223 -0.003453366 0.059422658 0.0422161099
## KitchenAbvGr 0.1319634279 0.136023583 -0.190566014 -0.0548203729
## KitchenQual -0.0038805888 0.419318760 -0.065082024 -0.1007364704
## TotRmsAbvGrd 0.0608900695 -0.193251258 0.048162391 0.0685364337
## Functional -0.0431667383 -0.073678639 0.111849750 0.0775847133
## Fireplaces -0.0483292618 -0.155134289 0.161472664 0.1120289342
## FireplaceQu -0.0081336792 0.034347219 0.018308375 0.0249534833
## GarageType 0.0731846307 0.196695782 -0.324639585 -0.1847565592
## GarageYrBlt -0.0826503710 -0.098645832 0.332283386 0.0896265617
## GarageFinish 0.0382022783 0.300037014 -0.097815780 -0.1720082293
## GarageCars -0.0545024713 -0.337415474 0.313733243 0.2160055482
## GarageArea -0.0693061610 -0.299615539 0.304998775 0.1949514114
## GarageQual -0.1049522693 -0.128091125 0.356862997 0.1867703786
## GarageCond -0.1356766304 -0.082121889 0.350604973 0.1460121107
## PavedDrive -0.0951748008 -0.166723876 0.424963505 0.1613732036
## WoodDeckSF -0.0423339991 -0.117208070 0.127112621 0.1438270296
## OpenPorchSF 0.0772005697 -0.249526556 0.078413341 0.0388336878
## EnclosedPorch 0.0438368650 0.116089022 -0.128587065 -0.1466555836
## X3SsnPorch -0.0074950717 0.010199612 0.024224460 0.0064933435
## ScreenPorch -0.0254437878 -0.004119685 0.040533494 -0.0267026294
## PoolArea -0.0048287308 -0.014165369 0.015606708 0.0169437058
## PoolQC 0.0036852539 0.008235094 -0.011910931 -0.0129313188
## Fence -0.0047166547 -0.132296699 0.006715030 0.0579564878
## MiscFeature 0.0352667999 0.029741355 0.017516382 -0.0382023188
## MiscVal 0.0135133534 -0.003935724 0.010118083 0.0010348177
## MoSold 0.0065608108 0.001525363 -0.025277954 0.0413909685
## YrSold 0.0081073093 0.008384669 0.003610950 0.0077289798
## SaleType 0.0273365062 -0.056983062 0.049401875 -0.0117585290
## SaleCondition -0.1261191019 -0.227005657 0.208678401 0.0996476804
## X1stFlrSF X2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath
## MSSubClass -0.245603134 0.3114302462 0.005021497 0.068829221 0.017072692
## MSZoning -0.116661350 0.0194971156 0.035835500 -0.075523320 -0.067901165
## LotFrontage 0.433650682 -0.0335622465 -0.035203944 0.323329325 0.112144879
## LotArea 0.456417361 -0.0078615218 -0.012456886 0.366323997 0.088378572
## Street 0.061166776 0.0296443194 0.005171870 0.076304770 0.032374847
## Alley 0.075720468 -0.0315798748 -0.088782354 0.026682712 0.097299056
## LotShape -0.220266374 -0.0491436122 0.042813132 -0.219305298 -0.096280302
## LandContour -0.101429728 -0.0045722316 -0.071892885 -0.093654344 -0.041589549
## LotConfig -0.074136941 0.0100302866 0.016611906 -0.050597257 -0.002911184
## LandSlope 0.076734044 -0.0725956140 -0.016739837 -0.001480460 0.097245210
## Neighborhood 0.169505955 0.0102855711 -0.003984938 0.147543629 0.074213062
## Condition1 0.020362425 0.0184970203 -0.023810403 0.030560144 0.011406593
## Condition2 0.092904122 -0.0284791683 0.002309120 0.051721727 0.059536456
## BldgType -0.021420066 -0.0592812141 -0.024492457 -0.071137072 0.100024379
## HouseStyle -0.131648185 0.3885117319 -0.110714780 0.218544832 0.037255646
## OverallQual 0.481842157 0.1958687330 -0.068135359 0.558598649 0.216042119
## OverallCond -0.170451155 -0.0193161959 -0.009580223 -0.157371690 -0.030827987
## YearBuilt 0.338733120 0.0251950593 -0.101153829 0.290411763 0.235441774
## YearRemodAdd 0.243792904 0.1771767539 -0.059973421 0.347946308 0.150720035
## RoofStyle 0.335466292 -0.1351056696 -0.022150016 0.156042249 0.174553704
## RoofMatl 0.075704580 0.0102738163 -0.008006496 0.070251231 0.081728384
## Exterior1st 0.002356344 0.1147920453 -0.010729979 0.100394861 -0.014953148
## Exterior2nd 0.002535021 0.1194403729 -0.011499118 0.104498116 -0.012303140
## MasVnrType -0.064782642 -0.0523877547 0.030799177 -0.095708006 -0.066143513
## MasVnrArea 0.444612687 0.0612503665 -0.045331251 0.413528808 0.199493420
## ExterQual -0.408676986 -0.0729039474 0.025278680 -0.395974921 -0.171336829
## ExterCond 0.077675288 -0.0415259233 0.024743920 0.029967536 0.019099758
## Foundation 0.239825877 0.1095495435 -0.098641225 0.282605489 0.152138205
## BsmtQual -0.331014320 -0.1238895342 0.073553246 -0.372077601 -0.224729690
## BsmtCond 0.047434449 -0.0041854887 -0.052246431 0.030531814 0.063026674
## BsmtExposure -0.256776016 0.1180095582 0.047303824 -0.104043490 -0.289167295
## BsmtFinType1 -0.125126291 0.1348756903 0.066732198 0.020281864 -0.463566902
## BsmtFinSF1 0.470291076 -0.1883401991 -0.068102965 0.216317701 0.629295906
## BsmtFinType2 -0.023636540 0.1179102844 0.024484175 0.084975809 -0.130590891
## BsmtFinSF2 0.073466176 -0.0957541018 -0.023958963 -0.024875428 0.166748083
## BsmtUnfSF 0.275945847 -0.0055179726 0.067244872 0.227596143 -0.372651648
## TotalBsmtSF 0.783984499 -0.2368751018 -0.013138718 0.436490663 0.344856483
## Heating -0.024213361 0.0331395946 -0.006791055 0.008235376 -0.010411232
## HeatingQC -0.179744659 -0.1896469285 0.040920627 -0.307956713 -0.082136641
## CentralAir 0.162241819 0.0287617268 -0.024782909 0.155705070 0.111091345
## Electrical 0.124439583 0.0172135989 0.017286357 0.118519707 0.106416137
## X1stFlrSF 1.000000000 -0.2982222749 -0.011518584 0.560630501 0.270726398
## X2ndFlrSF -0.298222275 1.0000000000 -0.035687742 0.618446194 -0.152132382
## LowQualFinSF -0.011518584 -0.0356877420 1.000000000 0.050346009 -0.046702410
## GrLivArea 0.560630501 0.6184461943 0.050346009 1.000000000 0.085979307
## BsmtFullBath 0.270726398 -0.1521323824 -0.046702410 0.085979307 1.000000000
## BsmtHalfBath 0.018517123 -0.0952125064 -0.020777504 -0.069176117 -0.149704798
## FullBath 0.365944533 0.3845149926 -0.004985887 0.632700572 0.024672854
## HalfBath -0.088929158 0.6134301103 -0.053635118 0.453582246 -0.036126048
## BedroomAbvGr 0.090188193 0.5044577460 0.031993493 0.513831260 -0.159832231
## KitchenAbvGr 0.084255382 0.0792755446 -0.008343785 0.137003450 0.006826185
## KitchenQual -0.393701505 -0.1001917904 0.032341366 -0.406691809 -0.185424005
## TotRmsAbvGrd 0.374372661 0.5484644012 0.065386465 0.788012110 -0.023843393
## Functional -0.069796593 0.0130614872 -0.101922042 -0.055164067 0.012133295
## Fireplaces 0.404610811 0.1436371537 0.008156332 0.456944344 0.199861552
## FireplaceQu -0.130527360 0.1102349098 0.019758242 -0.009752299 -0.033569549
## GarageType -0.403953864 0.0969019594 0.081146031 -0.239944122 -0.200636319
## GarageYrBlt 0.130010072 0.0195699355 -0.023078331 0.121467371 0.077666312
## GarageFinish -0.258481172 -0.1287081773 0.054111427 -0.318537683 -0.168185876
## GarageCars 0.441720184 0.1788073958 -0.038649750 0.513594006 0.191018687
## GarageArea 0.494145130 0.1164526886 -0.038313182 0.502599865 0.190925737
## GarageQual 0.171919975 -0.0010627382 -0.046540448 0.135832931 0.141699299
## GarageCond 0.145285458 0.0011685951 -0.022865429 0.118072820 0.119641317
## PavedDrive 0.210084982 0.0114356715 -0.020276303 0.180337106 0.153586796
## WoodDeckSF 0.219572929 0.0875549014 -0.005261835 0.255415636 0.197217050
## OpenPorchSF 0.263812554 0.1637798543 -0.020197124 0.356365646 0.091293566
## EnclosedPorch -0.066071106 0.0488457206 0.115253653 -0.001412992 -0.084806023
## X3SsnPorch 0.028679518 -0.0478277916 -0.007149046 -0.018560854 0.068464060
## ScreenPorch 0.107901798 -0.0182391813 -0.013932411 0.071416833 0.082036304
## PoolArea 0.112558411 -0.0061628995 -0.004605802 0.086542037 0.014917155
## PoolQC -0.148360240 0.0235758956 0.003515116 -0.100914987 -0.046623075
## Fence 0.103423968 0.0732905310 0.005880031 0.148827547 0.015940260
## MiscFeature -0.007712622 -0.0004141948 -0.014161479 -0.007967679 0.020121121
## MiscVal 0.181386873 -0.0223701194 -0.007424047 0.128686852 0.009404342
## MoSold 0.048064241 -0.0094152834 0.046472555 0.035472361 0.018545448
## YrSold -0.013565510 -0.0100975911 0.026864316 -0.017433838 0.023613455
## SaleType -0.022467529 0.0720045521 -0.124307493 0.032673498 0.060084456
## SaleCondition 0.083708280 0.0408206669 -0.048948912 0.099561103 -0.006741601
## BsmtHalfBath FullBath HalfBath BedroomAbvGr
## MSSubClass -0.0013317922 0.1464890749 0.1802056051 0.0055414926
## MSZoning 0.0535029929 -0.1883416337 -0.0971502593 0.0443471657
## LotFrontage -0.0400144217 0.1452473296 0.0192705153 0.1851794996
## LotArea -0.0094035974 0.1478712217 0.0795811669 0.1811714088
## Street 0.0165894288 0.0661058455 0.0269630906 0.0532473295
## Alley -0.0085720982 0.1136780759 0.1235578820 -0.0514930061
## LotShape -0.0395157240 -0.2308366002 -0.1381557332 -0.0205495345
## LandContour -0.0068726823 0.0301669215 0.0313317089 0.0417289136
## LotConfig 0.0175017177 -0.0304419130 -0.0103038139 -0.0183948032
## LandSlope 0.0712509816 -0.0833670247 -0.0120660595 -0.1343548102
## Neighborhood -0.0055273327 0.1430773329 0.0014758150 0.0294355947
## Condition1 -0.0268459659 0.0770817004 0.0601489717 0.0042385365
## Condition2 0.0074067940 0.0639780907 -0.0069805731 -0.0223434000
## BldgType -0.0005045277 0.1223911819 0.0039190383 -0.2126855813
## HouseStyle 0.0758963572 0.2203022264 0.3907101714 0.1502909065
## OverallQual -0.0406546439 0.5075803304 0.2719507893 0.0459005360
## OverallCond 0.0522051133 -0.2366171490 -0.1164841729 -0.0297154879
## YearBuilt -0.0227194151 0.4740278831 0.2967002724 -0.0359234621
## YearRemodAdd -0.0766699337 0.4770641450 0.2388071922 -0.0044134698
## RoofStyle 0.0595406304 0.0573057281 -0.0485696953 0.0025235759
## RoofMatl 0.0429127886 -0.0244052409 0.0285047727 -0.0085629412
## Exterior1st -0.0822715555 0.1210218247 0.0741445065 0.0315830464
## Exterior2nd -0.1137552010 0.1107189209 0.0704899122 0.0410778387
## MasVnrType -0.0242272931 -0.0825701997 -0.0896792525 -0.0839750678
## MasVnrArea 0.0057125561 0.2350356558 0.1759123535 0.0534361528
## ExterQual 0.0667578149 -0.3955233419 -0.1370106058 0.0850362315
## ExterCond -0.0133198371 0.0489423775 0.0572000032 -0.0206440231
## Foundation -0.0670351479 0.3951806971 0.2293474336 0.0068530910
## BsmtQual 0.0576599224 -0.4357689673 -0.2003181048 0.0823014625
## BsmtCond 0.0367183007 0.0325811420 0.0731286727 0.0230636065
## BsmtExposure -0.0735481085 -0.0893233871 0.0408341600 0.1173961340
## BsmtFinType1 -0.1219074920 0.0212417605 0.0430371253 0.0934917695
## BsmtFinSF1 0.0892520771 0.1050731060 -0.0184595788 -0.1189807372
## BsmtFinType2 -0.1128649491 0.0855749615 0.0736940375 0.0839091002
## BsmtFinSF2 0.1238073382 -0.0746188977 -0.0324667700 -0.0447233543
## BsmtUnfSF -0.1171015490 0.2583792845 -0.0299083061 0.2003734897
## TotalBsmtSF 0.0254618955 0.3328563560 -0.0613650993 0.0576299165
## Heating -0.0217831712 0.0012175419 -0.0457082472 0.0362655223
## HeatingQC 0.0836508531 -0.3330603076 -0.2206347181 -0.0034533658
## CentralAir 0.0489932008 0.1443240672 0.1672321771 0.0594226582
## Electrical 0.0059317135 0.1732159297 0.0897525613 0.0422161099
## X1stFlrSF 0.0185171233 0.3659445333 -0.0889291577 0.0901881935
## X2ndFlrSF -0.0952125064 0.3845149926 0.6134301103 0.5044577460
## LowQualFinSF -0.0207775044 -0.0049858875 -0.0536351184 0.0319934933
## GrLivArea -0.0691761168 0.6327005722 0.4535822461 0.5138312599
## BsmtFullBath -0.1497047979 0.0246728537 -0.0361260483 -0.1598322310
## BsmtHalfBath 1.0000000000 -0.0403420210 -0.1020167988 -0.0069809091
## FullBath -0.0403420210 1.0000000000 0.1802972977 0.3492851493
## HalfBath -0.1020167988 0.1802972977 1.0000000000 0.2636375914
## BedroomAbvGr -0.0069809091 0.3492851493 0.2636375914 1.0000000000
## KitchenAbvGr -0.0917603610 0.2109723866 -0.0157932094 0.2856738849
## KitchenQual 0.0561854106 -0.3448972718 -0.1483308338 0.0418578402
## TotRmsAbvGrd -0.0749343700 0.5003538627 0.3485904018 0.6644980740
## Functional 0.0238925571 0.0545681203 0.0345353794 0.0047359203
## Fireplaces 0.0494793345 0.2286808646 0.2079701401 0.0661328640
## FireplaceQu 0.0453563527 0.0118372688 0.1183439296 0.0595257639
## GarageType -0.0348392141 -0.2667299496 -0.1096776092 0.0520079608
## GarageYrBlt -0.0133536478 0.1025427283 0.0774376253 -0.0653071117
## GarageFinish 0.0003945947 -0.3555309676 -0.2116657270 -0.0410727149
## GarageCars -0.0443106759 0.4878086471 0.2501107828 0.0988454934
## GarageArea -0.0181028304 0.4093730158 0.1949962385 0.0819071101
## GarageQual 0.0218734689 0.1879090243 0.0953104583 0.0191794179
## GarageCond 0.0245844864 0.0956995392 0.0935756920 -0.0009551047
## PavedDrive 0.0496718676 0.1788871948 0.1597031486 0.0986607909
## WoodDeckSF 0.0625076121 0.1750531134 0.1251356913 0.0169021766
## OpenPorchSF -0.0444292720 0.2608289611 0.1652456101 0.0792306308
## EnclosedPorch -0.0110436086 -0.1229299807 -0.0698729688 0.0577717972
## X3SsnPorch 0.0182323221 -0.0127597312 -0.0515980251 -0.0850699498
## ScreenPorch 0.0509434744 -0.0237359189 -0.0004455869 -0.0283738644
## PoolArea 0.1278701390 0.0007681818 -0.0263447181 -0.0070874540
## PoolQC -0.0579900382 -0.0022869297 -0.0366832516 0.0554959169
## Fence -0.0935088314 0.2201808795 0.0794904357 0.0261313785
## MiscFeature 0.0772351973 0.0036391459 -0.0360176261 0.0519468377
## MiscVal 0.0698298175 -0.0069364664 0.0468935093 -0.0053975284
## MoSold 0.0150804615 0.0373084294 0.0063087893 0.0647270842
## YrSold 0.0060100789 0.0102831397 0.0135042135 -0.0051132432
## SaleType 0.0068015632 0.0304030185 0.0506189086 0.0435427309
## SaleCondition -0.0072502215 0.1439602357 0.0685653134 -0.0550215556
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces
## MSSubClass 0.2380163178 0.042186392 0.041294116 0.016095916 -0.064356992
## MSZoning 0.0305119339 0.152058161 0.009954503 -0.019230160 -0.062994771
## LotFrontage 0.0144372738 -0.190057110 0.317801380 -0.075958532 0.230034304
## LotArea -0.0318302880 -0.136437443 0.289576040 -0.202615129 0.282210204
## Street 0.0131033110 -0.023934872 0.059012475 0.067763394 0.041160981
## Alley -0.0560325164 -0.073623598 -0.049316068 0.001208695 0.051723391
## LotShape 0.0884611507 0.179941679 -0.130951365 -0.054606874 -0.189909838
## LandContour 0.0133849818 0.079886099 -0.065736334 0.059570095 -0.114078123
## LotConfig -0.0119019467 0.015552808 -0.038983361 -0.021409765 -0.027700462
## LandSlope -0.0424116026 -0.046555801 -0.074007634 -0.042009984 0.119976588
## Neighborhood 0.0478163803 -0.184395875 0.088723246 0.034855158 0.012583121
## Condition1 -0.0413593992 -0.057173872 0.048705338 0.046949436 0.038717241
## Condition2 -0.0170948969 -0.130444774 0.029517851 -0.007413398 0.092261840
## BldgType 0.2189950297 -0.052420845 -0.150475035 0.066416840 -0.064002425
## HouseStyle 0.0075476536 -0.033848892 0.196284739 0.064653275 0.106171839
## OverallQual -0.1348386345 -0.576358303 0.352016337 0.193003026 0.384998974
## OverallCond -0.0866583443 0.089338241 -0.130290956 0.059249649 -0.038643283
## YearBuilt -0.0986436189 -0.410055247 0.134838568 0.182975899 0.193597253
## YearRemodAdd -0.1359397932 -0.489623911 0.203619227 0.126525464 0.153964701
## RoofStyle -0.0069834797 -0.220721514 0.120631418 -0.009449047 0.167693268
## RoofMatl 0.0004694295 0.014700612 0.020475237 -0.066775640 0.131200526
## Exterior1st -0.0558188125 -0.091493813 0.092586231 0.003608155 0.080586054
## Exterior2nd -0.0372249611 -0.113699181 0.111434700 -0.001927941 0.085223506
## MasVnrType 0.0008314944 -0.015076696 -0.066838699 -0.057496948 -0.086035927
## MasVnrArea -0.0650003776 -0.360295833 0.274281141 0.052753873 0.299437775
## ExterQual 0.0910393939 0.669017978 -0.227832577 -0.077390799 -0.210689728
## ExterCond -0.0623711617 -0.064022708 0.006472856 0.071334360 0.016867907
## Foundation 0.0216674544 -0.330263331 0.181851617 0.103990550 0.104625191
## BsmtQual 0.0930229593 0.534671731 -0.195648088 -0.090943410 -0.196372620
## BsmtCond -0.0778620224 -0.048739822 -0.008787334 0.120847887 0.031254619
## BsmtExposure 0.1002240983 0.236513436 -0.008699488 -0.094702209 -0.202585756
## BsmtFinType1 0.1017316232 0.040306123 0.072856767 -0.047175927 -0.181460896
## BsmtFinSF1 -0.0920242650 -0.278698382 0.061320576 0.051707866 0.326474564
## BsmtFinType2 0.0005243834 -0.075606686 0.102273548 0.097619827 -0.033757672
## BsmtFinSF2 -0.0347465546 0.036282518 -0.059984341 -0.025901118 0.083812876
## BsmtUnfSF 0.1021883214 -0.145666132 0.244597570 0.065839338 -0.042198491
## TotalBsmtSF -0.0075343260 -0.415190580 0.280195028 0.107663117 0.326839997
## Heating 0.1319634279 -0.003880589 0.060890070 -0.043166738 -0.048329262
## HeatingQC 0.1360235830 0.419318760 -0.193251258 -0.073678639 -0.155134289
## CentralAir -0.1905660140 -0.065082024 0.048162391 0.111849750 0.161472664
## Electrical -0.0548203729 -0.100736470 0.068536434 0.077584713 0.112028934
## X1stFlrSF 0.0842553821 -0.393701505 0.374372661 -0.069796593 0.404610811
## X2ndFlrSF 0.0792755446 -0.100191790 0.548464401 0.013061487 0.143637154
## LowQualFinSF -0.0083437850 0.032341366 0.065386465 -0.101922042 0.008156332
## GrLivArea 0.1370034498 -0.406691809 0.788012110 -0.055164067 0.456944344
## BsmtFullBath 0.0068261845 -0.185424005 -0.023843393 0.012133295 0.199861552
## BsmtHalfBath -0.0917603610 0.056185411 -0.074934370 0.023892557 0.049479334
## FullBath 0.2109723866 -0.344897272 0.500353863 0.054568120 0.228680865
## HalfBath -0.0157932094 -0.148330834 0.348590402 0.034535379 0.207970140
## BedroomAbvGr 0.2856738849 0.041857840 0.664498074 0.004735920 0.066132864
## KitchenAbvGr 1.0000000000 0.117787847 0.338219322 0.015677106 -0.091651714
## KitchenQual 0.1177878465 1.000000000 -0.247192269 -0.074778182 -0.216592890
## TotRmsAbvGrd 0.3382193221 -0.247192269 1.000000000 -0.043444331 0.294427464
## Functional 0.0156771057 -0.074778182 -0.043444331 1.000000000 -0.073045277
## Fireplaces -0.0916517136 -0.216592890 0.294427464 -0.073045277 1.000000000
## FireplaceQu 0.0045669105 0.205674205 -0.014256710 -0.006463482 0.048065940
## GarageType 0.1550914226 0.198763180 -0.119404093 -0.036954577 -0.289140171
## GarageYrBlt -0.2173561688 -0.083903189 0.019910959 0.054565579 0.187424577
## GarageFinish 0.0269666430 0.332375280 -0.232601553 -0.078166676 -0.211538884
## GarageCars -0.0229659273 -0.378255166 0.355146351 0.046910952 0.342686805
## GarageArea -0.0506923596 -0.381558723 0.320071269 0.037643994 0.320823416
## GarageQual -0.0760764395 -0.076686896 0.066688692 0.047154390 0.163323212
## GarageCond -0.1861149586 -0.033381670 0.049054502 0.079174738 0.177649709
## PavedDrive -0.1027411707 -0.060328118 0.109556691 0.146186062 0.199379506
## WoodDeckSF -0.0847793600 -0.193823952 0.146831608 0.007202993 0.254527525
## OpenPorchSF -0.0661722494 -0.224145648 0.244570958 -0.007469411 0.149039504
## EnclosedPorch 0.0188369604 0.132615846 0.027953245 -0.167490510 0.025176399
## X3SsnPorch -0.0181126308 -0.034827229 -0.059911031 -0.084797971 0.028695510
## ScreenPorch -0.0614875951 -0.022797680 0.005289813 -0.008074502 0.156342908
## PoolArea -0.0116691370 -0.006994568 0.055018513 -0.153437882 0.105926207
## PoolQC 0.0089058044 0.060127012 -0.017801724 0.008374655 -0.095744193
## Fence 0.0750200992 -0.176514238 0.128023153 0.055863749 -0.005950569
## MiscFeature 0.0197901275 0.052470526 0.012751297 -0.115554949 -0.023575350
## MiscVal -0.0051863875 -0.042187967 0.094063141 -0.004794476 0.014801747
## MoSold 0.0441586950 -0.053121009 0.050665710 -0.026385755 0.016598333
## YrSold 0.0386140528 0.008833325 -0.031627479 0.043180987 0.010001865
## SaleType 0.0094579498 -0.022359939 0.017376839 0.024383189 0.064416688
## SaleCondition -0.1116783308 -0.175208833 0.030754875 0.070781178 0.068433632
## FireplaceQu GarageType GarageYrBlt GarageFinish GarageCars
## MSSubClass 0.061578852 0.149179369 -0.129583090 -0.0525608046 -0.053153642
## MSZoning -0.004615419 0.179609638 -0.024393128 0.1404906696 -0.132713805
## LotFrontage -0.067385824 -0.285324911 0.099589172 -0.1425955304 0.312812288
## LotArea -0.030554342 -0.236535673 0.088599923 -0.0645457883 0.263168284
## Street -0.015912252 -0.067111581 0.037175665 -0.0332757889 0.049489782
## Alley 0.017730022 -0.177562923 0.116748093 -0.0821339821 0.118497377
## LotShape -0.008303884 0.299852641 -0.157433253 0.2532655743 -0.282312241
## LandContour 0.067180571 -0.007042701 -0.020252982 -0.0038548821 0.016813674
## LotConfig 0.049522016 0.041157497 -0.040072416 0.0585598184 -0.104786789
## LandSlope 0.012178905 -0.061646281 0.047153124 -0.0040026895 0.006150764
## Neighborhood -0.055377588 -0.052935510 -0.006979787 -0.0392480986 0.134925799
## Condition1 0.011116242 -0.088602286 0.058750485 -0.0987908560 0.086209758
## Condition2 -0.024152795 -0.074504896 0.040900731 -0.0661007588 0.095966076
## BldgType 0.027678711 -0.017600060 -0.052837292 -0.0940169812 -0.003102084
## HouseStyle 0.102525442 -0.151312346 0.047989805 -0.2049330834 0.198093767
## OverallQual -0.098414672 -0.408540969 0.268124685 -0.4194357280 0.600821031
## OverallCond -0.019675659 0.176704472 0.037649468 0.2144411163 -0.178351368
## YearBuilt 0.011241414 -0.538577997 0.247851972 -0.4787558995 0.539486779
## YearRemodAdd -0.038109043 -0.306405560 0.147635792 -0.3948034837 0.429467869
## RoofStyle -0.091658725 -0.129264453 0.046096400 -0.1481879630 0.162152615
## RoofMatl -0.043474192 -0.031519569 -0.054175180 -0.0429715129 0.030107400
## Exterior1st -0.022329395 -0.015056446 0.011005241 -0.0853041923 0.123359185
## Exterior2nd -0.045461250 0.036351502 0.007191369 -0.0894650116 0.115197169
## MasVnrType -0.132658235 0.126936954 -0.048508571 0.0628259468 -0.086228266
## MasVnrArea -0.088438299 -0.230426942 0.124382859 -0.2230014035 0.354106226
## ExterQual 0.192446496 0.253834257 -0.090260803 0.3735006275 -0.428694249
## ExterCond -0.005568324 -0.176726000 0.099143532 -0.1120082895 0.124465505
## Foundation 0.024555895 -0.328741557 0.069053849 -0.4023705946 0.373554077
## BsmtQual 0.094584133 0.284784527 -0.096484819 0.4432679686 -0.473318366
## BsmtCond 0.024209045 -0.154869750 0.125063336 -0.0833935842 0.124401136
## BsmtExposure 0.088217130 0.225890544 -0.062836507 0.2409096926 -0.245974829
## BsmtFinType1 -0.038966562 0.212697781 -0.131478527 0.0767633885 -0.118117597
## BsmtFinSF1 -0.033344353 -0.301312280 0.135240785 -0.1973881295 0.285538312
## BsmtFinType2 -0.011627347 0.044318388 -0.033772445 -0.0619803482 0.052530933
## BsmtFinSF2 0.002063897 -0.082712668 0.061485091 0.0099192907 0.006459173
## BsmtUnfSF -0.101249756 -0.025079581 -0.014980142 -0.0646212463 0.148321776
## TotalBsmtSF -0.133224113 -0.366909252 0.148519211 -0.2623391700 0.441854159
## Heating -0.008133679 0.073184631 -0.082650371 0.0382022783 -0.054502471
## HeatingQC 0.034347219 0.196695782 -0.098645832 0.3000370141 -0.337415474
## CentralAir 0.018308375 -0.324639585 0.332283386 -0.0978157799 0.313733243
## Electrical 0.024953483 -0.184756559 0.089626562 -0.1720082293 0.216005548
## X1stFlrSF -0.130527360 -0.403953864 0.130010072 -0.2584811717 0.441720184
## X2ndFlrSF 0.110234910 0.096901959 0.019569935 -0.1287081773 0.178807396
## LowQualFinSF 0.019758242 0.081146031 -0.023078331 0.0541114274 -0.038649750
## GrLivArea -0.009752299 -0.239944122 0.121467371 -0.3185376830 0.513594006
## BsmtFullBath -0.033569549 -0.200636319 0.077666312 -0.1681858763 0.191018687
## BsmtHalfBath 0.045356353 -0.034839214 -0.013353648 0.0003945947 -0.044310676
## FullBath 0.011837269 -0.266729950 0.102542728 -0.3555309676 0.487808647
## HalfBath 0.118343930 -0.109677609 0.077437625 -0.2116657270 0.250110783
## BedroomAbvGr 0.059525764 0.052007961 -0.065307112 -0.0410727149 0.098845493
## KitchenAbvGr 0.004566911 0.155091423 -0.217356169 0.0269666430 -0.022965927
## KitchenQual 0.205674205 0.198763180 -0.083903189 0.3323752795 -0.378255166
## TotRmsAbvGrd -0.014256710 -0.119404093 0.019910959 -0.2326015534 0.355146351
## Functional -0.006463482 -0.036954577 0.054565579 -0.0781666763 0.046910952
## Fireplaces 0.048065940 -0.289140171 0.187424577 -0.2115388841 0.342686805
## FireplaceQu 1.000000000 -0.073036677 0.018152470 0.0369549877 -0.051872530
## GarageType -0.073036677 1.000000000 -0.448490618 0.2962137917 -0.439129818
## GarageYrBlt 0.018152470 -0.448490618 1.000000000 0.1427400043 0.563685641
## GarageFinish 0.036954988 0.296213792 0.142740004 1.0000000000 -0.258912949
## GarageCars -0.051872530 -0.439129818 0.563685641 -0.2589129494 1.000000000
## GarageArea -0.073873561 -0.428351671 0.538032092 -0.1949575974 0.897021510
## GarageQual 0.032013382 -0.375867464 0.414835369 -0.0990766277 0.344109290
## GarageCond 0.034966498 -0.396076264 0.534828598 -0.0181671881 0.364161907
## PavedDrive 0.037002035 -0.423366368 0.366050969 -0.1362298701 0.310868910
## WoodDeckSF 0.049852249 -0.218952693 0.129781274 -0.1966235779 0.252859796
## OpenPorchSF -0.046740357 -0.166401231 0.050749876 -0.1730248762 0.195008123
## EnclosedPorch 0.042654190 0.149500652 -0.082514638 0.1511999537 -0.120455326
## X3SsnPorch -0.019697740 -0.006592087 -0.004485875 -0.0092704614 0.007314981
## ScreenPorch 0.019018930 -0.114548326 0.051062052 -0.0189494169 0.036548945
## PoolArea 0.015927666 -0.050411208 0.012688744 -0.0131571434 0.043314283
## PoolQC 0.017732574 0.033491431 -0.011604433 0.0529908572 -0.035708254
## Fence -0.027268425 -0.052320282 -0.011956773 -0.1293585319 0.148846369
## MiscFeature -0.024217829 -0.038870495 -0.046720846 -0.0005364102 -0.066229001
## MiscVal -0.023562485 -0.035446009 -0.005213477 -0.0205761598 0.002893076
## MoSold -0.003016645 0.009222054 0.021391037 0.0179543562 0.062487297
## YrSold 0.002184820 0.030226525 -0.009735869 0.0151683031 -0.006096468
## SaleType 0.062969577 -0.039998304 -0.014699889 -0.0401337996 -0.008019294
## SaleCondition -0.032882290 -0.170650560 0.160633737 -0.1567621307 0.204993142
## GarageArea GarageQual GarageCond PavedDrive
## MSSubClass -0.108261766 -0.019357821 -0.0688052730 0.0022479767
## MSZoning -0.146416575 -0.118345021 -0.0721936134 -0.0793072995
## LotFrontage 0.353851866 0.104761188 0.0963500599 0.0309512524
## LotArea 0.315554649 0.069696474 0.0467730867 -0.0172794084
## Street 0.053668913 0.042662484 0.0612324235 0.1834506043
## Alley 0.112143950 0.159951666 0.1462479411 0.2193602997
## LotShape -0.253379697 -0.165651960 -0.1470961807 -0.1934108916
## LandContour 0.010745755 0.044132370 -0.0272758140 -0.0178098804
## LotConfig -0.086809563 -0.046113545 -0.0077248684 0.0137677660
## LandSlope 0.019969113 -0.002347519 0.0293031610 0.0266116495
## Neighborhood 0.148766237 0.039766907 0.0037223719 0.0115484615
## Condition1 0.069905535 0.068916704 0.0842711507 0.0977771901
## Condition2 0.089838723 0.047786948 0.0154357233 0.0069316418
## BldgType -0.049361489 0.057621550 -0.0096844015 0.0915857936
## HouseStyle 0.130279828 0.147258650 0.1052260394 0.1746914299
## OverallQual 0.568249088 0.295775467 0.3016902667 0.3569629475
## OverallCond -0.157104090 -0.037325151 0.1006813928 -0.0082792508
## YearBuilt 0.483668898 0.379170827 0.3050189641 0.5022197682
## YearRemodAdd 0.380261653 0.230120526 0.1936755027 0.2486249921
## RoofStyle 0.193122455 0.075071012 0.0484541885 0.0882844710
## RoofMatl 0.037045696 -0.001057150 -0.0463430905 0.0337351851
## Exterior1st 0.094479572 0.077828481 0.0361356412 0.0009539607
## Exterior2nd 0.091176930 0.017038741 0.0128531684 -0.0455175127
## MasVnrType -0.058687802 -0.101636628 -0.0730282731 -0.1157573453
## MasVnrArea 0.371371895 0.149153440 0.1282782697 0.1794156158
## ExterQual -0.431183744 -0.096058037 -0.0944203233 -0.0855151857
## ExterCond 0.089384598 0.145784752 0.1017698749 0.1928913938
## Foundation 0.327763460 0.212883806 0.1170303570 0.2150206743
## BsmtQual -0.426831573 -0.135326119 -0.1183010372 -0.1320877517
## BsmtCond 0.112551616 0.219927518 0.1707300564 0.2066940708
## BsmtExposure -0.264296461 -0.122286517 -0.0969222821 -0.1692886907
## BsmtFinType1 -0.127934432 -0.202039988 -0.1661987397 -0.2447556162
## BsmtFinSF1 0.323306463 0.180394926 0.1542474071 0.2358874010
## BsmtFinType2 0.033103829 -0.066424106 -0.0487614937 -0.0261734661
## BsmtFinSF2 0.022972848 0.081043605 0.0657509652 0.0812993955
## BsmtUnfSF 0.146853434 -0.014985519 -0.0190088124 -0.0102421848
## TotalBsmtSF 0.485745708 0.202646209 0.1657528700 0.2643763241
## Heating -0.069306161 -0.104952269 -0.1356766304 -0.0951748008
## HeatingQC -0.299615539 -0.128091125 -0.0821218891 -0.1667238755
## CentralAir 0.304998775 0.356862997 0.3506049726 0.4249635046
## Electrical 0.194951411 0.186770379 0.1460121107 0.1613732036
## X1stFlrSF 0.494145130 0.171919975 0.1452854577 0.2100849817
## X2ndFlrSF 0.116452689 -0.001062738 0.0011685951 0.0114356715
## LowQualFinSF -0.038313182 -0.046540448 -0.0228654293 -0.0202763029
## GrLivArea 0.502599865 0.135832931 0.1180728200 0.1803371060
## BsmtFullBath 0.190925737 0.141699299 0.1196413165 0.1535867961
## BsmtHalfBath -0.018102830 0.021873469 0.0245844864 0.0496718676
## FullBath 0.409373016 0.187909024 0.0956995392 0.1788871948
## HalfBath 0.194996238 0.095310458 0.0935756920 0.1597031486
## BedroomAbvGr 0.081907110 0.019179418 -0.0009551047 0.0986607909
## KitchenAbvGr -0.050692360 -0.076076439 -0.1861149586 -0.1027411707
## KitchenQual -0.381558723 -0.076686896 -0.0333816704 -0.0603281183
## TotRmsAbvGrd 0.320071269 0.066688692 0.0490545019 0.1095566914
## Functional 0.037643994 0.047154390 0.0791747380 0.1461860624
## Fireplaces 0.320823416 0.163323212 0.1776497086 0.1993795063
## FireplaceQu -0.073873561 0.032013382 0.0349664979 0.0370020346
## GarageType -0.428351671 -0.375867464 -0.3960762636 -0.4233663679
## GarageYrBlt 0.538032092 0.414835369 0.5348285984 0.3660509692
## GarageFinish -0.194957597 -0.099076628 -0.0181671881 -0.1362298701
## GarageCars 0.897021510 0.344109290 0.3641619074 0.3108689104
## GarageArea 1.000000000 0.325795450 0.3594017499 0.3070964190
## GarageQual 0.325795450 1.000000000 0.4739729929 0.3806279567
## GarageCond 0.359401750 0.473972993 1.0000000000 0.4479730717
## PavedDrive 0.307096419 0.380627957 0.4479730717 1.0000000000
## WoodDeckSF 0.249664827 0.124702861 0.1207568449 0.1318940177
## OpenPorchSF 0.224863996 0.098112906 0.0549971528 0.0974042029
## EnclosedPorch -0.096544465 -0.189722603 -0.0980428366 -0.2149853861
## X3SsnPorch 0.022756356 -0.002350679 0.0074187621 -0.0008509474
## ScreenPorch 0.073417581 0.012989773 0.0292752016 0.0415734793
## PoolArea 0.043935803 0.003924079 -0.0024469952 -0.0419396370
## PoolQC -0.046148480 0.037745788 0.0524891721 -0.0148108604
## Fence 0.122253559 0.005869349 -0.0659218977 -0.0162482336
## MiscFeature -0.056457984 0.005203857 -0.0160494723 0.0327205527
## MiscVal 0.036430337 0.016978682 0.0082108051 0.0221919545
## MoSold 0.054062591 0.024282933 -0.0135946461 -0.0041297999
## YrSold 0.001416969 0.031494837 0.0008123687 -0.0049584157
## SaleType -0.030462543 0.003662958 0.0591161982 0.0662838881
## SaleCondition 0.169674316 0.117430530 0.1320621467 0.1059950326
## WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## MSSubClass -0.022538732 -0.0254205474 -0.029051376 -0.0297085365
## MSZoning -0.022380424 -0.1938114617 0.112485013 -0.0011901083
## LotFrontage 0.134720170 0.1686261119 0.012664833 -0.0338607193
## LotArea 0.158482918 0.1648153058 0.099850428 -0.0018458578
## Street 0.036906057 0.0198902643 -0.097139095 0.0057080283
## Alley 0.011550701 0.1406509843 -0.184462005 0.0356077895
## LotShape -0.181126557 -0.0988911780 0.091653704 -0.0069334261
## LandContour -0.024803802 -0.0234346292 -0.039387838 -0.0136487381
## LotConfig 0.039553383 -0.0699613914 -0.010710772 0.0359519013
## LandSlope 0.080856211 0.0105846944 0.041168788 0.0292615293
## Neighborhood 0.004978897 0.1671016166 0.014114898 0.0162367011
## Condition1 0.026934694 0.0080628606 -0.077633894 -0.0185644530
## Condition2 0.038570345 0.0250606274 0.010349846 0.0025485018
## BldgType -0.051778659 -0.0234900059 -0.106725473 0.0063538503
## HouseStyle 0.161401418 0.1206688142 -0.135570164 -0.0423030986
## OverallQual 0.270790126 0.2883671828 -0.161339298 0.0028027027
## OverallCond 0.043057947 -0.1037829212 0.072177737 0.0712845345
## YearBuilt 0.233889053 0.2080397368 -0.363011803 -0.0054419869
## YearRemodAdd 0.230723833 0.2580492808 -0.243582040 0.0258234343
## RoofStyle 0.081417372 0.0288343266 -0.055320889 0.0326840111
## RoofMatl 0.060491157 -0.0045991147 0.009422414 -0.0088365153
## Exterior1st 0.053725114 0.0734405467 -0.054461165 -0.0008897566
## Exterior2nd 0.062996388 0.0504180131 -0.037745138 -0.0077014270
## MasVnrType -0.069641652 -0.0326677362 0.061764798 0.0141951217
## MasVnrArea 0.173247326 0.1592744707 -0.111330055 0.0062874211
## ExterQual -0.182239107 -0.2467205351 0.115053347 -0.0516627497
## ExterCond -0.019963851 0.0537962042 -0.166149891 -0.0390325102
## Foundation 0.107409544 0.2240844401 -0.205545678 -0.0338048051
## BsmtQual -0.205478603 -0.2272328367 0.197586153 -0.0051535911
## BsmtCond 0.061527446 0.0316866853 -0.112989021 -0.0521740647
## BsmtExposure -0.231022933 -0.0756083942 0.092655084 -0.0028837932
## BsmtFinType1 -0.175022885 -0.0007578105 0.094236140 -0.0542726858
## BsmtFinSF1 0.242729697 0.1367185743 -0.097166881 0.0882718435
## BsmtFinType2 -0.059977606 0.0464441746 -0.018554022 -0.0127295761
## BsmtFinSF2 0.126154414 -0.0140393022 0.029081448 -0.0144544522
## BsmtUnfSF -0.072486510 0.1117789363 0.012774234 -0.0461268424
## TotalBsmtSF 0.227897361 0.2449273314 -0.075543199 0.0393574019
## Heating -0.042333999 0.0772005697 0.043836865 -0.0074950717
## HeatingQC -0.117208070 -0.2495265559 0.116089022 0.0101996118
## CentralAir 0.127112621 0.0784133405 -0.128587065 0.0242244600
## Electrical 0.143827030 0.0388336878 -0.146655584 0.0064933435
## X1stFlrSF 0.219572929 0.2638125537 -0.066071106 0.0286795182
## X2ndFlrSF 0.087554901 0.1637798543 0.048845721 -0.0478277916
## LowQualFinSF -0.005261835 -0.0201971236 0.115253653 -0.0071490456
## GrLivArea 0.255415636 0.3563656457 -0.001412992 -0.0185608543
## BsmtFullBath 0.197217050 0.0912935663 -0.084806023 0.0684640600
## BsmtHalfBath 0.062507612 -0.0444292720 -0.011043609 0.0182323221
## FullBath 0.175053113 0.2608289611 -0.122929981 -0.0127597312
## HalfBath 0.125135691 0.1652456101 -0.069872969 -0.0515980251
## BedroomAbvGr 0.016902177 0.0792306308 0.057771797 -0.0850699498
## KitchenAbvGr -0.084779360 -0.0661722494 0.018836960 -0.0181126308
## KitchenQual -0.193823952 -0.2241456481 0.132615846 -0.0348272289
## TotRmsAbvGrd 0.146831608 0.2445709578 0.027953245 -0.0599110309
## Functional 0.007202993 -0.0074694109 -0.167490510 -0.0847979712
## Fireplaces 0.254527525 0.1490395044 0.025176399 0.0286955101
## FireplaceQu 0.049852249 -0.0467403570 0.042654190 -0.0196977398
## GarageType -0.218952693 -0.1664012311 0.149500652 -0.0065920870
## GarageYrBlt 0.129781274 0.0507498758 -0.082514638 -0.0044858751
## GarageFinish -0.196623578 -0.1730248762 0.151199954 -0.0092704614
## GarageCars 0.252859796 0.1950081226 -0.120455326 0.0073149807
## GarageArea 0.249664827 0.2248639957 -0.096544465 0.0227563564
## GarageQual 0.124702861 0.0981129062 -0.189722603 -0.0023506789
## GarageCond 0.120756845 0.0549971528 -0.098042837 0.0074187621
## PavedDrive 0.131894018 0.0974042029 -0.214985386 -0.0008509474
## WoodDeckSF 1.000000000 0.0194876417 -0.113035876 0.0366215533
## OpenPorchSF 0.019487642 1.0000000000 -0.030918121 -0.0138653105
## EnclosedPorch -0.113035876 -0.0309181209 1.000000000 -0.0276448063
## X3SsnPorch 0.036621553 -0.0138653105 -0.027644806 1.0000000000
## ScreenPorch -0.030682012 0.0222325354 -0.048550286 -0.0267850572
## PoolArea 0.123409226 0.0707953459 0.142589118 -0.0050832774
## PoolQC -0.062596672 -0.0147695057 -0.028176768 0.0038795220
## Fence -0.045918774 0.0825767990 -0.057114494 -0.0291030358
## MiscFeature 0.045895217 0.0434238520 0.027271310 0.0462039399
## MiscVal 0.108898169 0.1504037896 0.001353416 -0.0012420241
## MoSold 0.014995181 -0.0002549744 -0.012542683 0.0224439541
## YrSold -0.022818044 -0.0171224450 0.007615986 0.0278180494
## SaleType 0.077390564 -0.0197958245 0.001298338 0.0066711008
## SaleCondition 0.084288433 0.0519277180 -0.082904001 0.0349319948
## ScreenPorch PoolArea PoolQC Fence
## MSSubClass -0.0719782087 -0.0177899655 0.0259383665 0.087086637
## MSZoning 0.0073250980 -0.0022374782 0.0017076278 -0.109234040
## LotFrontage 0.1041169247 0.1348240762 -0.0468684322 0.013838383
## LotArea 0.0887115750 0.1404937984 -0.0471896252 0.010517898
## Street 0.0193772478 0.0036774208 -0.0028065820 -0.010760742
## Alley -0.0382325605 0.0047963954 -0.0036605757 0.029847824
## LotShape -0.0208654395 -0.0066750150 0.0233109357 -0.063512474
## LandContour -0.0643154060 -0.0312817028 0.0982121804 0.010936811
## LotConfig -0.0155836564 -0.0223333047 0.0301001903 0.024321662
## LandSlope 0.0751087968 0.0029851452 -0.0712412788 0.014768902
## Neighborhood -0.0082851013 0.0389822439 -0.0053863884 0.057283160
## Condition1 0.0078411040 -0.0432509500 0.0024507511 0.054754319
## Condition2 0.0324800096 0.0016418828 -0.0012530736 -0.022198093
## BldgType -0.0432455847 -0.0244144200 0.0186329161 0.128916170
## HouseStyle -0.0093997035 0.0104318214 -0.0047595876 0.023717197
## OverallQual 0.0223339825 -0.0123301205 -0.0766633214 0.185081839
## OverallCond 0.0331460457 -0.0371906199 0.0295704931 -0.187472444
## YearBuilt -0.0319843835 -0.0010603254 -0.0273759809 0.196263145
## YearRemodAdd -0.0537607940 -0.0348616278 -0.0139301331 0.205528247
## RoofStyle 0.1324082947 -0.0191121701 -0.0226166206 0.033047303
## RoofMatl 0.0123449351 -0.0056929614 0.0043448287 0.023213952
## Exterior1st -0.0187473245 0.0427070313 -0.0298694989 0.085502034
## Exterior2nd -0.0406402069 0.0254898856 0.0044195041 0.077468595
## MasVnrType -0.0721215496 -0.0028326223 -0.0313592778 0.002800609
## MasVnrArea 0.0709718068 -0.0050479780 -0.0496952000 0.095115927
## ExterQual 0.0092927314 -0.0076753367 0.0812643045 -0.197615519
## ExterCond -0.0140750528 -0.0441616149 0.0152664373 0.118465395
## Foundation -0.0134023396 -0.0260769775 -0.0005973220 0.194600053
## BsmtQual 0.0267425555 0.0030619628 0.0490607286 -0.217516624
## BsmtCond -0.0182619994 -0.0055991371 -0.0149182596 -0.002322703
## BsmtExposure -0.0359908268 0.0067403862 0.0209397864 -0.087609046
## BsmtFinType1 -0.0624102071 -0.0126962533 0.0003130859 0.087387555
## BsmtFinSF1 0.1315673676 0.0121229930 -0.0641544426 -0.010872144
## BsmtFinType2 -0.0446930128 -0.0712494090 0.0166949188 0.083218449
## BsmtFinSF2 0.0398651829 0.0501622450 -0.0115758141 -0.060401087
## BsmtUnfSF -0.0847996299 -0.0296062502 0.0285221530 0.150029250
## TotalBsmtSF 0.0673001527 0.0032334780 -0.0423315906 0.112700339
## Heating -0.0254437878 -0.0048287308 0.0036852539 -0.004716655
## HeatingQC -0.0041196847 -0.0141653693 0.0082350936 -0.132296699
## CentralAir 0.0405334937 0.0156067081 -0.0119109314 0.006715030
## Electrical -0.0267026294 0.0169437058 -0.0129313188 0.057956488
## X1stFlrSF 0.1079017980 0.1125584115 -0.1483602396 0.103423968
## X2ndFlrSF -0.0182391813 -0.0061628995 0.0235758956 0.073290531
## LowQualFinSF -0.0139324111 -0.0046058021 0.0035151162 0.005880031
## GrLivArea 0.0714168330 0.0865420367 -0.1009149868 0.148827547
## BsmtFullBath 0.0820363040 0.0149171549 -0.0466230747 0.015940260
## BsmtHalfBath 0.0509434744 0.1278701390 -0.0579900382 -0.093508831
## FullBath -0.0237359189 0.0007681818 -0.0022869297 0.220180880
## HalfBath -0.0004455869 -0.0263447181 -0.0366832516 0.079490436
## BedroomAbvGr -0.0283738644 -0.0070874540 0.0554959169 0.026131379
## KitchenAbvGr -0.0614875951 -0.0116691370 0.0089058044 0.075020099
## KitchenQual -0.0227976797 -0.0069945683 0.0601270119 -0.176514238
## TotRmsAbvGrd 0.0052898130 0.0550185126 -0.0178017239 0.128023153
## Functional -0.0080745017 -0.1534378824 0.0083746548 0.055863749
## Fireplaces 0.1563429084 0.1059262067 -0.0957441934 -0.005950569
## FireplaceQu 0.0190189300 0.0159276656 0.0177325741 -0.027268425
## GarageType -0.1145483263 -0.0504112083 0.0334914313 -0.052320282
## GarageYrBlt 0.0510620516 0.0126887444 -0.0116044325 -0.011956773
## GarageFinish -0.0189494169 -0.0131571434 0.0529908572 -0.129358532
## GarageCars 0.0365489445 0.0433142829 -0.0357082541 0.148846369
## GarageArea 0.0734175814 0.0439358026 -0.0461484803 0.122253559
## GarageQual 0.0129897728 0.0039240793 0.0377457884 0.005869349
## GarageCond 0.0292752016 -0.0024469952 0.0524891721 -0.065921898
## PavedDrive 0.0415734793 -0.0419396370 -0.0148108604 -0.016248234
## WoodDeckSF -0.0306820120 0.1234092261 -0.0625966718 -0.045918774
## OpenPorchSF 0.0222325354 0.0707953459 -0.0147695057 0.082576799
## EnclosedPorch -0.0485502855 0.1425891178 -0.0281767680 -0.057114494
## X3SsnPorch -0.0267850572 -0.0050832774 0.0038795220 -0.029103036
## ScreenPorch 1.0000000000 -0.0048972929 -0.0535116787 -0.082674652
## PoolArea -0.0048972929 1.0000000000 -0.4399669285 -0.114489477
## PoolQC -0.0535116787 -0.4399669285 1.0000000000 0.011220921
## Fence -0.0826746518 -0.1144894772 0.0112209213 1.000000000
## MiscFeature -0.0269538962 -0.0100694177 0.0076849098 -0.057866205
## MiscVal -0.0125488826 -0.0052788152 0.0040287552 0.003090549
## MoSold 0.0352120861 -0.0557308386 0.0305587085 0.020762372
## YrSold -0.0234392291 -0.0451848013 0.0191209625 -0.024366514
## SaleType -0.0171036484 0.0185400552 -0.0141496416 -0.090391446
## SaleCondition -0.0336234713 0.0115245443 -0.0087954523 0.033425663
## MiscFeature MiscVal MoSold YrSold
## MSSubClass -0.0240465196 -0.0458348485 0.0113657710 -0.0083923313
## MSZoning 0.0016050423 0.0056143473 -0.0409124209 -0.0262079780
## LotFrontage 0.0264770049 0.0679225413 0.0086858408 -0.0235050730
## LotArea 0.0623516331 0.1390711220 0.0051519424 -0.0511443449
## Street 0.0113069812 0.0059275984 0.0300073853 -0.0113723806
## Alley 0.0075824628 -0.0140181076 -0.0266551691 0.0066364993
## LotShape 0.0072716762 -0.0611714690 0.0466432958 0.0231967483
## LandContour 0.0091924560 -0.0727825805 0.0100447764 -0.0008084139
## LotConfig 0.0104651007 -0.0229935157 0.0009429756 -0.0046217277
## LandSlope -0.0454877850 -0.0041933373 -0.0403850223 0.0343873473
## Neighborhood 0.0074981169 -0.0172205090 0.0023364889 0.0297138135
## Condition1 -0.0230651330 -0.0093596010 0.0164658340 -0.0481630363
## Condition2 -0.0219314601 -0.0003866774 0.0344821090 0.0243196292
## BldgType -0.0495951914 -0.0333718247 0.0265911296 0.0147890018
## HouseStyle 0.0573429770 -0.0014023056 0.0325014334 -0.0200693653
## OverallQual -0.0661966099 0.0337836230 -0.0087637281 -0.0122905666
## OverallCond 0.0462031920 0.0072362968 -0.0097671164 0.0156486017
## YearBuilt -0.0524808425 0.0073253488 0.0155985810 -0.0110056047
## YearRemodAdd -0.0040563521 0.0030112430 0.0117708165 0.0297148949
## RoofStyle -0.0019262958 0.0640108528 0.0699221699 -0.0160009064
## RoofMatl 0.0191015432 0.0388367360 -0.0038081837 -0.0189563496
## Exterior1st -0.0295469422 -0.0275713383 -0.0402781261 0.0414116751
## Exterior2nd -0.0439810882 -0.0377569313 -0.0379515972 0.0004857185
## MasVnrType -0.0137144529 0.0168114448 -0.0203985235 0.0435477834
## MasVnrArea -0.0409056034 0.1060858484 0.0015402177 -0.0277216653
## ExterQual 0.0831252069 -0.0343524840 -0.0164102041 -0.0168669681
## ExterCond -0.0695950437 0.0083674165 0.0474290181 -0.0480741586
## Foundation -0.0118638184 0.0090087527 -0.0049148369 -0.0158096841
## BsmtQual 0.0626725692 -0.0057867306 -0.0162282709 -0.0020694996
## BsmtCond 0.0061396246 0.0237403177 -0.0009813622 0.0266963147
## BsmtExposure 0.0061725095 -0.0062834155 -0.0162699129 0.0560155316
## BsmtFinType1 -0.0528649536 -0.0456352897 -0.0044071157 -0.0219536022
## BsmtFinSF1 0.0026208304 0.1654110591 0.0139015128 0.0306513706
## BsmtFinType2 -0.0600510943 0.0155616466 -0.0114406821 -0.0226749193
## BsmtFinSF2 0.0489412597 -0.0127886003 -0.0030036284 -0.0117843040
## BsmtUnfSF -0.0742173800 0.0003998984 0.0097967186 -0.0353484911
## TotalBsmtSF -0.0509883236 0.1650606151 0.0227294702 -0.0080878773
## Heating 0.0352667999 0.0135133534 0.0065608108 0.0081073093
## HeatingQC 0.0297413553 -0.0039357245 0.0015253630 0.0083846690
## CentralAir 0.0175163822 0.0101180830 -0.0252779543 0.0036109496
## Electrical -0.0382023188 0.0010348177 0.0413909685 0.0077289798
## X1stFlrSF -0.0077126224 0.1813868729 0.0480642412 -0.0135655096
## X2ndFlrSF -0.0004141948 -0.0223701194 -0.0094152834 -0.0100975911
## LowQualFinSF -0.0141614793 -0.0074240472 0.0464725553 0.0268643165
## GrLivArea -0.0079676790 0.1286868522 0.0354723610 -0.0174338376
## BsmtFullBath 0.0201211208 0.0094043425 0.0185454481 0.0236134549
## BsmtHalfBath 0.0772351973 0.0698298175 0.0150804615 0.0060100789
## FullBath 0.0036391459 -0.0069364664 0.0373084294 0.0102831397
## HalfBath -0.0360176261 0.0468935093 0.0063087893 0.0135042135
## BedroomAbvGr 0.0519468377 -0.0053975284 0.0647270842 -0.0051132432
## KitchenAbvGr 0.0197901275 -0.0051863875 0.0441586950 0.0386140528
## KitchenQual 0.0524705259 -0.0421879672 -0.0531210094 0.0088333245
## TotRmsAbvGrd 0.0127512967 0.0940631411 0.0506657105 -0.0316274794
## Functional -0.1155549485 -0.0047944761 -0.0263857554 0.0431809874
## Fireplaces -0.0235753496 0.0148017465 0.0165983333 0.0100018648
## FireplaceQu -0.0242178293 -0.0235624850 -0.0030166452 0.0021848196
## GarageType -0.0388704952 -0.0354460090 0.0092220540 0.0302265250
## GarageYrBlt -0.0467208460 -0.0052134767 0.0213910370 -0.0097358694
## GarageFinish -0.0005364102 -0.0205761598 0.0179543562 0.0151683031
## GarageCars -0.0662290008 0.0028930759 0.0624872968 -0.0060964683
## GarageArea -0.0564579843 0.0364303374 0.0540625909 0.0014169693
## GarageQual 0.0052038572 0.0169786825 0.0242829329 0.0314948366
## GarageCond -0.0160494723 0.0082108051 -0.0135946461 0.0008123687
## PavedDrive 0.0327205527 0.0221919545 -0.0041297999 -0.0049584157
## WoodDeckSF 0.0458952166 0.1088981688 0.0149951811 -0.0228180442
## OpenPorchSF 0.0434238520 0.1504037896 -0.0002549744 -0.0171224450
## EnclosedPorch 0.0272713103 0.0013534162 -0.0125426829 0.0076159856
## X3SsnPorch 0.0462039399 -0.0012420241 0.0224439541 0.0278180494
## ScreenPorch -0.0269538962 -0.0125488826 0.0352120861 -0.0234392291
## PoolArea -0.0100694177 -0.0052788152 -0.0557308386 -0.0451848013
## PoolQC 0.0076849098 0.0040287552 0.0305587085 0.0191209625
## Fence -0.0578662048 0.0030905488 0.0207623716 -0.0243665140
## MiscFeature 1.0000000000 0.1868626185 -0.0109986239 0.0281677739
## MiscVal 0.1868626185 1.0000000000 0.0193694394 0.0118293049
## MoSold -0.0109986239 0.0193694394 1.0000000000 -0.1639238333
## YrSold 0.0281677739 0.0118293049 -0.1639238333 1.0000000000
## SaleType 0.0379890664 0.0036953083 -0.0193324014 0.0161561746
## SaleCondition -0.0213775565 0.0218976065 -0.0137739544 -0.0371371583
## SaleType SaleCondition
## MSSubClass 0.042333587 -0.016307600
## MSZoning 0.010201991 -0.053888615
## LotFrontage -0.034109427 0.002391205
## LotArea -0.010517923 -0.006838481
## Street 0.018679966 0.027663015
## Alley 0.014997152 0.077003276
## LotShape -0.024008570 -0.114542695
## LandContour -0.029940533 0.042375514
## LotConfig -0.026534581 0.016671966
## LandSlope 0.040265256 -0.029799304
## Neighborhood 0.009966029 0.036673219
## Condition1 -0.046970161 0.034937578
## Condition2 0.002461760 0.075801428
## BldgType 0.029992744 0.038312401
## HouseStyle 0.092625443 0.077741177
## OverallQual 0.035084330 0.247595535
## OverallCond 0.132392270 0.054076579
## YearBuilt 0.018889508 0.239471895
## YearRemodAdd 0.070557390 0.264467718
## RoofStyle -0.053237426 0.017370478
## RoofMatl -0.010308139 -0.049657144
## Exterior1st -0.006864459 0.121822248
## Exterior2nd 0.020085123 0.091728363
## MasVnrType -0.074532471 -0.007356381
## MasVnrArea 0.019376255 0.080671698
## ExterQual 0.058781175 -0.200577534
## ExterCond 0.014008604 0.075189237
## Foundation 0.050038423 0.181029889
## BsmtQual 0.006149155 -0.180419853
## BsmtCond 0.043025029 0.088551972
## BsmtExposure -0.024427917 -0.058388889
## BsmtFinType1 -0.067987497 0.002322191
## BsmtFinSF1 0.045458202 0.022213364
## BsmtFinType2 -0.030390258 0.019340708
## BsmtFinSF2 0.037430074 0.014860937
## BsmtUnfSF -0.101674035 0.109662429
## TotalBsmtSF -0.038680187 0.136836496
## Heating 0.027336506 -0.126119102
## HeatingQC -0.056983062 -0.227005657
## CentralAir 0.049401875 0.208678401
## Electrical -0.011758529 0.099647680
## X1stFlrSF -0.022467529 0.083708280
## X2ndFlrSF 0.072004552 0.040820667
## LowQualFinSF -0.124307493 -0.048948912
## GrLivArea 0.032673498 0.099561103
## BsmtFullBath 0.060084456 -0.006741601
## BsmtHalfBath 0.006801563 -0.007250222
## FullBath 0.030403018 0.143960236
## HalfBath 0.050618909 0.068565313
## BedroomAbvGr 0.043542731 -0.055021556
## KitchenAbvGr 0.009457950 -0.111678331
## KitchenQual -0.022359939 -0.175208833
## TotRmsAbvGrd 0.017376839 0.030754875
## Functional 0.024383189 0.070781178
## Fireplaces 0.064416688 0.068433632
## FireplaceQu 0.062969577 -0.032882290
## GarageType -0.039998304 -0.170650560
## GarageYrBlt -0.014699889 0.160633737
## GarageFinish -0.040133800 -0.156762131
## GarageCars -0.008019294 0.204993142
## GarageArea -0.030462543 0.169674316
## GarageQual 0.003662958 0.117430530
## GarageCond 0.059116198 0.132062147
## PavedDrive 0.066283888 0.105995033
## WoodDeckSF 0.077390564 0.084288433
## OpenPorchSF -0.019795825 0.051927718
## EnclosedPorch 0.001298338 -0.082904001
## X3SsnPorch 0.006671101 0.034931995
## ScreenPorch -0.017103648 -0.033623471
## PoolArea 0.018540055 0.011524544
## PoolQC -0.014149642 -0.008795452
## Fence -0.090391446 0.033425663
## MiscFeature 0.037989066 -0.021377556
## MiscVal 0.003695308 0.021897607
## MoSold -0.019332401 -0.013773954
## YrSold 0.016156175 -0.037137158
## SaleType 1.000000000 0.155171497
## SaleCondition 0.155171497 1.000000000
corrplot(cor(testNorm))
cor(trainNorm)
## MSSubClass MSZoning LotFrontage LotArea
## MSSubClass 1.000000000 0.0359000602 -0.3567175304 -0.139781082
## MSZoning 0.035900060 1.0000000000 -0.1059606890 -0.034451614
## LotFrontage -0.356717530 -0.1059606890 1.0000000000 0.304522171
## LotArea -0.139781082 -0.0344516135 0.3045221707 1.000000000
## Street -0.024968591 0.0876538539 -0.0373494459 -0.197130939
## Alley 0.099430123 -0.3680858293 -0.0650840345 -0.029675772
## LotShape 0.119289187 0.0618872737 -0.1388767358 -0.165314939
## LandContour -0.002939699 -0.0178541358 -0.0760796716 -0.149083072
## Utilities -0.022843836 -0.0011920336 -0.0010268681 0.010123184
## LotConfig 0.075909935 -0.0098950374 -0.1778214639 -0.121161001
## LandSlope -0.025671508 -0.0220550393 0.0656032279 0.436868012
## Neighborhood -0.007891905 -0.2333799147 0.0741618903 0.043398009
## Condition1 -0.024761770 -0.0278738156 -0.0093409245 0.023846174
## Condition2 -0.042394766 0.0446060724 0.0025988340 0.022164143
## BldgType 0.746062936 0.0056904708 -0.4080130583 -0.205721077
## HouseStyle 0.397160992 -0.1053147808 0.0305672773 -0.033189646
## OverallQual 0.032627708 -0.1600991774 0.2348122563 0.105805742
## OverallCond -0.059315817 0.1869511017 -0.0532806682 -0.005636270
## YearBuilt 0.027850137 -0.3089081606 0.1166853924 0.014227652
## YearRemodAdd 0.040581045 -0.1747276614 0.0833480872 0.013788427
## RoofStyle -0.117816526 -0.0003006728 0.1539992943 0.077054267
## RoofMatl -0.031336481 0.0051326822 0.0812773799 0.149836950
## Exterior1st -0.089158548 -0.0085584942 0.0754547853 0.004255678
## Exterior2nd -0.137228523 0.0069625872 0.0995147634 -0.003929542
## MasVnrType -0.029850305 -0.0282785178 -0.0176932756 -0.008122289
## MasVnrArea 0.023579298 -0.0627915018 0.1784614938 0.103313439
## ExterQual -0.017161452 0.2005362446 -0.1841203404 -0.057274591
## ExterCond -0.003254003 -0.0960413437 0.0483002675 0.015159628
## Foundation 0.058126408 -0.2351739573 0.0984176096 -0.011081342
## BsmtQual -0.081701771 0.1607782908 -0.1405294864 -0.061494512
## BsmtCond -0.017904603 -0.0114497589 0.0550319732 0.016715263
## BsmtExposure -0.060597965 0.0381147092 -0.1246113489 -0.140209105
## BsmtFinType1 0.006437298 0.0263467932 -0.0211463202 -0.057080864
## BsmtFinSF1 -0.069835749 -0.0491277624 0.2143666136 0.214103131
## BsmtFinType2 0.037025406 -0.0340039824 -0.0164584574 -0.056425317
## BsmtFinSF2 -0.065648579 0.0280860342 0.0424632280 0.111169745
## BsmtUnfSF -0.140759481 -0.0467493655 0.1240982099 -0.002618360
## TotalBsmtSF -0.238518409 -0.0878340372 0.3634723116 0.260833135
## Heating 0.048009470 0.0568658774 -0.0203247337 0.028158228
## HeatingQC 0.020760130 0.1342792220 -0.0810809006 0.004212446
## CentralAir -0.101774493 -0.0495227368 0.0673495946 0.049754938
## Electrical 0.051944976 -0.0708177279 0.0595716975 0.043855796
## X1stFlrSF -0.251758352 -0.0556144720 0.4137725324 0.299474579
## X2ndFlrSF 0.307885721 -0.0514812521 0.0723880208 0.050985948
## LowQualFinSF 0.046473756 0.0115204338 0.0374693108 0.004778970
## GrLivArea 0.074853180 -0.0826153473 0.3680074392 0.263116167
## BsmtFullBath 0.003491026 -0.0185255725 0.0903428654 0.158154531
## BsmtHalfBath -0.002332535 0.0071928735 -0.0069789943 0.048045571
## FullBath 0.131608222 -0.1982903835 0.1805337932 0.126030627
## HalfBath 0.177354389 -0.1338764206 0.0472216405 0.014259469
## BedroomAbvGr -0.023438028 -0.0164713556 0.2368400350 0.119689908
## KitchenAbvGr 0.281721040 0.0494339651 -0.0049046705 -0.017783871
## KitchenQual 0.010129055 0.1289760007 -0.1902318841 -0.057018289
## TotRmsAbvGrd 0.040380065 -0.0431999429 0.3205176562 0.190014778
## Functional 0.003711428 -0.0957221087 0.0301135107 -0.022316619
## Fireplaces -0.045569340 -0.0113491672 0.2332206400 0.271364010
## FireplaceQu 0.050199520 -0.0024913799 -0.0190434309 0.005322767
## GarageType 0.133138395 0.1411416860 -0.2538119492 -0.150161826
## GarageYrBlt -0.080999346 -0.0739079410 0.0991942666 0.072599533
## GarageFinish -0.028805699 0.1175593964 -0.1546974273 -0.087669099
## GarageCars -0.040109793 -0.1570421277 0.2695392541 0.154870740
## GarageArea -0.098671543 -0.1892504531 0.3235109288 0.180402755
## GarageQual -0.038571021 -0.1629984917 0.0932497959 0.053079092
## GarageCond -0.045895033 -0.1027444548 0.0907037418 0.065741360
## PavedDrive -0.059924939 -0.1003657843 0.0881207220 0.015133907
## WoodDeckSF -0.012579358 -0.0094765721 0.0755421091 0.171697687
## OpenPorchSF -0.006100121 -0.1547040298 0.1370135606 0.084773809
## EnclosedPorch -0.012036622 0.1155086463 0.0102872125 -0.018339734
## X3SsnPorch -0.043824549 0.0003624064 0.0619452278 0.020422830
## ScreenPorch -0.026030177 0.0190887128 0.0376550774 0.043160378
## PoolArea 0.008282708 -0.0031276685 0.1808185778 0.077672392
## PoolQC -0.005220777 0.0028823888 -0.1919016560 -0.065167244
## Fence 0.086359590 -0.0612891627 -0.0364205583 0.036030737
## MiscFeature -0.046881362 -0.0055533863 0.0086770258 0.106135058
## MiscVal -0.007683291 0.0092931808 -0.0002553644 0.038067692
## MoSold -0.013584643 -0.0314957764 0.0104506834 0.001204988
## YrSold -0.021407038 -0.0206275701 0.0063804333 -0.014261407
## SaleType 0.010779416 0.0962911412 -0.0315073422 0.012068054
## SaleCondition -0.024939578 0.0094935141 0.0588569239 0.034169085
## SalePrice -0.084284135 -0.1668722027 0.3347708531 0.263843354
## Street Alley LotShape LandContour
## MSSubClass -0.024968591 0.0994301234 1.192892e-01 -0.0029396985
## MSZoning 0.087653854 -0.3680858293 6.188727e-02 -0.0178541358
## LotFrontage -0.037349446 -0.0650840345 -1.388767e-01 -0.0760796716
## LotArea -0.197130939 -0.0296757719 -1.653149e-01 -0.1490830722
## Street 1.000000000 -0.0015866138 -1.022399e-02 0.1159951723
## Alley -0.001586614 1.0000000000 -4.192017e-02 0.0232626459
## LotShape -0.010223991 -0.0419201656 1.000000e+00 0.0854344888
## LandContour 0.115995172 0.0232626459 8.543449e-02 1.0000000000
## Utilities 0.001681767 0.0006466215 -3.610068e-02 0.0082380300
## LotConfig 0.013960299 -0.0081672612 2.211018e-01 -0.0255273536
## LandSlope -0.179359521 0.0155131802 -9.995092e-02 -0.3742671740
## Neighborhood -0.012902538 0.0318381954 -2.602994e-02 -0.0020131603
## Condition1 -0.071657455 0.0735963238 -1.150033e-01 0.0248009601
## Condition2 0.002038937 0.0007839498 -4.376767e-02 -0.0161850454
## BldgType -0.018243035 0.1613749160 1.162622e-01 0.0511427730
## HouseStyle 0.023703662 0.0522036997 -1.040263e-01 0.0752337646
## OverallQual 0.058823187 0.1169049308 -1.904975e-01 0.0289073079
## OverallCond 0.042848399 -0.0982402364 1.369342e-02 -0.0452707112
## YearBuilt 0.021136760 0.2231821469 -2.260616e-01 0.1616223876
## YearRemodAdd 0.065464824 0.1306839209 -1.538251e-01 0.0933741757
## RoofStyle -0.019731610 0.0121399035 3.182237e-03 -0.0042464495
## RoofMatl 0.008080966 0.0031070459 -7.117442e-02 -0.0202294175
## Exterior1st 0.002505120 -0.0080512983 -2.046296e-02 -0.0118085418
## Exterior2nd 0.006165919 -0.0239919630 -2.795103e-02 -0.0340818421
## MasVnrType 0.010007372 -0.0140287506 7.946347e-03 -0.0760659001
## MasVnrArea 0.017106111 0.0817043001 -1.061826e-01 0.0482637414
## ExterQual 0.049975771 -0.1113243506 1.488179e-01 -0.0036132609
## ExterCond 0.005874069 0.0622800916 -2.949743e-02 0.0098037769
## Foundation 0.035277192 0.1655730106 -1.351240e-01 0.0534778275
## BsmtQual -0.030590266 -0.0869078553 1.760763e-01 -0.0200628568
## BsmtCond -0.020903437 0.0439993882 -3.326617e-02 0.0189768926
## BsmtExposure 0.072232275 -0.0263949677 1.469038e-01 0.0439034188
## BsmtFinType1 -0.014746109 -0.0446871703 8.675691e-02 -0.0762478273
## BsmtFinSF1 -0.015642722 0.0382915498 -1.340330e-01 -0.0180969027
## BsmtFinType2 0.058166902 0.0257936964 8.225036e-03 -0.0308335953
## BsmtFinSF2 -0.038486736 -0.0159634469 -3.973837e-02 0.0085946827
## BsmtUnfSF 0.035228753 0.0223549385 -2.166612e-02 0.0206942197
## TotalBsmtSF 0.005067534 0.0564556624 -1.757815e-01 0.0051893992
## Heating 0.007904257 -0.0434712804 7.589350e-02 0.0157459023
## HeatingQC -0.053994973 -0.0649492427 9.624843e-02 -0.0662762511
## CentralAir 0.069868578 0.1047494905 -1.152559e-01 0.1054097993
## Electrical 0.021323783 0.0760925876 -9.701710e-02 0.0826497173
## X1stFlrSF 0.005949724 0.0239358268 -1.726131e-01 -0.0421032006
## X2ndFlrSF 0.046982588 0.0044835268 -6.020453e-02 -0.0342448303
## LowQualFinSF 0.007724113 0.0368458969 2.062619e-02 -0.0983521322
## GrLivArea 0.044121336 0.0247431599 -1.750935e-01 -0.0685232183
## BsmtFullBath -0.050524276 0.0255426641 -7.617806e-02 0.0097734642
## BsmtHalfBath 0.015485329 -0.0285411340 -2.682429e-02 0.0190607289
## FullBath 0.046470602 0.0951053718 -1.593896e-01 0.0503633144
## HalfBath 0.027627975 0.0734014504 -1.110717e-01 0.0297270719
## BedroomAbvGr 0.028864970 -0.0578885137 -5.021397e-02 -0.0408505564
## KitchenAbvGr 0.013583399 -0.0321552825 9.252042e-02 -0.0389590237
## KitchenQual -0.025307463 -0.0427994912 1.221817e-01 0.0308132923
## TotRmsAbvGrd 0.046828430 -0.0529323064 -1.192504e-01 -0.0534576799
## Functional -0.016443543 0.0188980077 -2.932148e-02 0.0361127139
## Fireplaces -0.005348117 0.0022021310 -1.942850e-01 -0.0522387705
## FireplaceQu -0.004347891 0.0018553173 -6.233831e-02 0.0518421904
## GarageType -0.017098232 -0.0605362844 1.969490e-01 -0.1098066648
## GarageYrBlt 0.032468158 0.0629285531 -8.333165e-02 0.0737646232
## GarageFinish 0.002339239 -0.0647577054 1.896525e-01 -0.0398815501
## GarageCars -0.020024633 0.0657707974 -1.839057e-01 0.0457691436
## GarageArea -0.047794293 0.0569433047 -1.606389e-01 0.0476264336
## GarageQual 0.003558508 0.1235446568 -1.184171e-01 0.0418568602
## GarageCond 0.007713361 0.1260916776 -9.629224e-02 0.0434144266
## PavedDrive 0.024521473 0.0978795920 -1.136977e-01 0.1409208481
## WoodDeckSF -0.017989760 -0.0152837214 -1.669457e-01 -0.0028786783
## OpenPorchSF -0.005663818 0.0372469390 -7.541156e-02 0.0406761757
## EnclosedPorch 0.023082388 -0.0651476084 7.821316e-02 -0.0587424016
## X3SsnPorch 0.007473427 0.0028734537 -3.645933e-02 -0.0214037059
## ScreenPorch -0.033160057 0.0036212294 -5.305432e-02 0.0038356218
## PoolArea 0.004412635 0.0016966114 -2.005078e-02 -0.0130984593
## PoolQC -0.004066585 -0.0015635588 1.815566e-02 0.0007307897
## Fence -0.029385599 0.0444732205 -4.563252e-02 -0.0437726769
## MiscFeature -0.160748444 -0.0544283573 -8.089970e-03 0.0116683972
## MiscVal -0.022733016 -0.0138811639 -4.206134e-02 0.0209119783
## MoSold 0.003690034 -0.0112737291 -3.345461e-02 -0.0115985190
## YrSold -0.025043235 0.0151759651 3.644862e-02 0.0205069210
## SaleType 0.020978688 -0.0042450535 -6.061319e-05 -0.0219550297
## SaleCondition 0.006063866 -0.0001622650 -3.811847e-02 0.0338092286
## SalePrice 0.041035536 0.0831211205 -2.555799e-01 0.0154532417
## Utilities LotConfig LandSlope Neighborhood
## MSSubClass -0.0228438356 7.590993e-02 -0.0256715075 -0.007891905
## MSZoning -0.0011920336 -9.895037e-03 -0.0220550393 -0.233379915
## LotFrontage -0.0010268681 -1.778215e-01 0.0656032279 0.074161890
## LotArea 0.0101231839 -1.211610e-01 0.4368680115 0.043398009
## Street 0.0016817668 1.396030e-02 -0.1793595213 -0.012902538
## Alley 0.0006466215 -8.167261e-03 0.0155131802 0.031838195
## LotShape -0.0361006797 2.211018e-01 -0.0999509182 -0.026029936
## LandContour 0.0082380300 -2.552735e-02 -0.3742671740 -0.002013160
## Utilities 1.0000000000 -3.258930e-02 -0.0059092853 0.048214394
## LotConfig -0.0325893034 1.000000e+00 -0.0072561179 -0.033270169
## LandSlope -0.0059092853 -7.256118e-03 1.0000000000 -0.080266188
## Neighborhood 0.0482143941 -3.327017e-02 -0.0802661882 1.000000000
## Condition1 -0.0009500550 2.145658e-02 -0.0167616908 -0.025428347
## Condition2 -0.0008309651 3.386811e-02 -0.0263215415 0.024782373
## BldgType -0.0107781323 1.072295e-01 -0.0535823578 -0.008734857
## HouseStyle 0.0542833490 -3.294549e-02 -0.0317933384 0.039952273
## OverallQual -0.0018806812 -3.108629e-02 -0.0664496300 0.163493902
## OverallCond 0.0099940867 -3.078785e-02 0.0103545200 -0.010241882
## YearBuilt -0.0115046025 1.362880e-02 -0.0736391668 0.054879270
## YearRemodAdd -0.0340797747 -5.160793e-03 -0.0591045008 0.067419138
## RoofStyle -0.0128679622 -1.036409e-02 -0.0277393193 0.104201483
## RoofMatl -0.0032933828 -6.846481e-02 0.1786775504 -0.003396955
## Exterior1st -0.0296862892 2.331633e-02 -0.0456603002 -0.078005486
## Exterior2nd -0.0321003840 5.546111e-03 -0.0328782825 -0.093955908
## MasVnrType -0.0325013464 1.825546e-03 0.0348515559 0.075360901
## MasVnrArea 0.0634517246 -3.164036e-02 -0.0210757199 0.093185994
## ExterQual 0.0173692670 -2.502971e-03 0.0210404654 -0.109628892
## ExterCond 0.0095350110 3.489775e-02 0.0008337098 0.024370119
## Foundation -0.0143771544 -1.175533e-02 -0.0277815422 0.026748349
## BsmtQual 0.0261217926 1.476997e-02 0.0098117437 -0.102751624
## BsmtCond 0.0085191572 3.009118e-02 0.0081268163 0.025675400
## BsmtExposure 0.0154961826 1.750689e-02 -0.1644033757 0.056674029
## BsmtFinType1 -0.0133765392 1.422060e-02 -0.0602261286 -0.041314632
## BsmtFinSF1 -0.0191001596 -2.380390e-02 0.1138341945 0.095941389
## BsmtFinType2 -0.0128014380 -4.725973e-03 -0.0587136151 -0.026976361
## BsmtFinSF2 0.0499126175 -1.035681e-02 0.0855183847 0.045670494
## BsmtUnfSF -0.0126386045 -1.141085e-02 -0.1164564937 0.008838735
## TotalBsmtSF -0.0142333829 -4.004908e-02 0.0324980011 0.125441286
## Heating -0.0032213653 -2.352763e-05 0.0058564430 -0.014166588
## HeatingQC 0.0069502071 -1.021662e-02 0.0356735323 -0.005542359
## CentralAir 0.0069066561 -3.728844e-03 -0.0108485985 0.034055271
## Electrical -0.0917276662 -2.535337e-02 -0.0143485241 0.069205417
## X1stFlrSF 0.0122870149 -6.241422e-02 0.0683229050 0.150352511
## X2ndFlrSF -0.0208175033 -5.155635e-02 -0.0092554110 0.027760840
## LowQualFinSF -0.0031479480 -4.992090e-03 0.0138878067 0.062132367
## GrLivArea -0.0085454870 -8.920811e-02 0.0438604673 0.139422713
## BsmtFullBath -0.0214668011 -1.295062e-02 0.1161645278 0.047703655
## BsmtHalfBath 0.1033804743 -9.926883e-03 0.0702991416 -0.015879614
## FullBath -0.0268619168 -7.530696e-03 -0.0469357608 0.129667305
## HalfBath -0.0199393537 -2.580382e-02 0.0007806567 0.049755705
## BedroomAbvGr 0.0042877641 -5.657366e-02 -0.0481964028 0.062334482
## KitchenAbvGr -0.0055358893 -2.500048e-03 -0.0364674006 0.069565861
## KitchenQual -0.0107173510 -1.043702e-02 -0.0027350237 -0.100360686
## TotRmsAbvGrd 0.0077693105 -4.924608e-02 -0.0337681609 0.108012489
## Functional 0.0067015356 -2.111908e-02 -0.1068514708 0.030259751
## Fireplaces 0.0157210555 -6.104343e-02 0.1239947384 0.058043565
## FireplaceQu -0.0243979458 -3.127862e-02 0.0404258141 -0.042354376
## GarageType -0.0065786448 3.067761e-02 0.0048886839 -0.080933395
## GarageYrBlt 0.0051530478 -3.410847e-02 -0.0141151668 0.078679961
## GarageFinish 0.0027095281 1.504789e-02 0.0150317871 -0.001756693
## GarageCars 0.0081610021 -6.696739e-02 -0.0026834619 0.163090297
## GarageArea 0.0063719565 -6.402327e-02 0.0048255277 0.183114090
## GarageQual 0.0082625108 3.261443e-03 0.0077412018 0.011917183
## GarageCond 0.0077322781 7.175661e-03 -0.0198898165 0.047364020
## PavedDrive 0.0075855652 -4.505839e-02 -0.0245378588 0.027751680
## WoodDeckSF -0.0196920864 -3.563457e-02 0.0951559367 0.048764390
## OpenPorchSF 0.0281985761 -5.461368e-02 -0.0326215879 0.137089430
## EnclosedPorch -0.0094071846 -7.042898e-02 -0.0088429744 0.042775050
## X3SsnPorch -0.0030457815 -3.047938e-02 0.0086942445 -0.022268724
## ScreenPorch 0.1023654827 -4.656820e-03 0.0529760430 0.018704520
## PoolArea -0.0017983612 -4.679777e-02 -0.0155048356 -0.005925841
## PoolQC 0.0016573291 5.478576e-02 0.0142889068 -0.005000611
## Fence 0.0119760466 5.806651e-02 0.0482626899 0.007780649
## MiscFeature -0.0048688638 -1.582089e-02 0.0513770334 -0.020049575
## MiscVal -0.0022956812 -1.842748e-02 -0.0035184096 0.001742601
## MoSold -0.0515516596 1.890225e-02 0.0070716867 0.018733204
## YrSold 0.0233525383 -5.992403e-03 -0.0023046324 0.038822909
## SaleType -0.1259950116 1.886988e-02 0.0550434800 -0.034391601
## SaleCondition -0.0897006759 5.157902e-02 -0.0430948009 0.010168137
## SalePrice -0.0143142961 -6.739602e-02 0.0511522482 0.170941316
## Condition1 Condition2 BldgType HouseStyle OverallQual
## MSSubClass -0.024761770 -0.0423947656 0.746062936 0.397160992 0.032627708
## MSZoning -0.027873816 0.0446060724 0.005690471 -0.105314781 -0.160099177
## LotFrontage -0.009340924 0.0025988340 -0.408013058 0.030567277 0.234812256
## LotArea 0.023846174 0.0221641427 -0.205721077 -0.033189646 0.105805742
## Street -0.071657455 0.0020389372 -0.018243035 0.023703662 0.058823187
## Alley 0.073596324 0.0007839498 0.161374916 0.052203700 0.116904931
## LotShape -0.115003260 -0.0437676731 0.116262248 -0.104026324 -0.190497497
## LandContour 0.024800960 -0.0161850454 0.051142773 0.075233765 0.028907308
## Utilities -0.000950055 -0.0008309651 -0.010778132 0.054283349 -0.001880681
## LotConfig 0.021456584 0.0338681067 0.107229488 -0.032945486 -0.031086289
## LandSlope -0.016761691 -0.0263215415 -0.053582358 -0.031793338 -0.066449630
## Neighborhood -0.025428347 0.0247823729 -0.008734857 0.039952273 0.163493902
## Condition1 1.000000000 -0.0742677263 -0.023501465 0.096714219 0.100104552
## Condition2 -0.074267726 1.0000000000 0.009013928 -0.026939963 0.014938565
## BldgType -0.023501465 0.0090139284 1.000000000 0.066551859 0.049834339
## HouseStyle 0.096714219 -0.0269399626 0.066551859 1.000000000 0.218439822
## OverallQual 0.100104552 0.0149385646 0.049834339 0.218439822 1.000000000
## OverallCond -0.032242957 0.0144943339 -0.162039524 -0.031329240 -0.091932343
## YearBuilt 0.158305754 0.0288033487 0.217584372 0.270494210 0.572322769
## YearRemodAdd 0.136621717 0.0075116155 0.104855347 0.209973451 0.550683924
## RoofStyle 0.002955732 0.0414372775 -0.054388569 -0.032628876 0.167676628
## RoofMatl 0.009924038 -0.0039928251 -0.038423562 0.045358150 0.074509351
## Exterior1st 0.013145684 -0.0053750741 -0.112111962 -0.036445197 0.161405848
## Exterior2nd 0.003649319 -0.0157509813 -0.142748407 -0.071002698 0.152396313
## MasVnrType 0.002483187 -0.0049446668 -0.028751228 -0.133505955 0.004406963
## MasVnrArea 0.022399180 0.0377365806 0.043147676 0.169143997 0.407219798
## ExterQual -0.074854507 -0.0285057571 -0.087861729 -0.092609700 -0.634319103
## ExterCond 0.076841014 -0.0209804296 0.085067133 0.067584494 0.138581032
## Foundation 0.074020330 -0.0064423783 0.142892137 0.186050537 0.396185994
## BsmtQual -0.126114061 0.0151147257 -0.151092261 -0.193118873 -0.599639311
## BsmtCond 0.012639696 0.0326189372 0.014101277 0.034854739 0.106355665
## BsmtExposure -0.028618923 0.0028979974 -0.039941484 -0.199773347 -0.266569840
## BsmtFinType1 -0.036417294 0.0108116154 -0.064273619 -0.049597316 0.011721090
## BsmtFinSF1 0.030981133 0.0132286686 0.006999582 0.010830628 0.239665966
## BsmtFinType2 -0.026287655 -0.0067066991 0.010178853 0.028407715 0.132429693
## BsmtFinSF2 0.028699695 0.0541162589 -0.017375695 -0.027666231 -0.059118693
## BsmtUnfSF 0.014671694 0.0168630777 -0.050556107 -0.143350329 0.308158927
## TotalBsmtSF 0.057540186 0.0506371854 -0.050032699 -0.143296736 0.537808499
## Heating -0.023183308 -0.0039055128 0.005548897 -0.075375903 -0.112953629
## HeatingQC -0.075655447 -0.0174318122 -0.010396088 -0.069915511 -0.425943780
## CentralAir 0.012772002 -0.0237983074 0.018196805 0.075060113 0.272038424
## Electrical 0.080034173 0.0196656104 0.073897561 0.172188669 0.254127346
## X1stFlrSF 0.048172325 0.0399877611 -0.073688022 -0.172351463 0.476223829
## X2ndFlrSF 0.017420764 -0.0002722103 -0.084211921 0.476542540 0.295492879
## LowQualFinSF -0.051642145 -0.0402215513 -0.030339298 -0.083194130 -0.030429284
## GrLivArea 0.045132967 0.0254705128 -0.126975195 0.261380362 0.593007430
## BsmtFullBath 0.026514166 -0.0005308553 0.051535717 0.037442757 0.111097786
## BsmtHalfBath -0.058328334 -0.0076513391 -0.003413106 0.041722358 -0.040150158
## FullBath 0.095984542 0.0202637863 0.070757493 0.237818693 0.550599709
## HalfBath 0.060240711 0.0231793973 -0.007587951 0.414705195 0.273458099
## BedroomAbvGr 0.013682407 -0.0142622528 -0.277543011 0.184836417 0.101676356
## KitchenAbvGr -0.075723935 0.0293138604 0.182926130 -0.004244916 -0.183882235
## KitchenQual -0.050028412 -0.0384914425 -0.024530610 -0.083380609 -0.555348475
## TotRmsAbvGrd 0.052524163 0.0208144262 -0.198413369 0.245777755 0.427452343
## Functional -0.014877287 0.0081247949 0.009629773 0.051993060 0.161046946
## Fireplaces 0.005877565 -0.0137748275 -0.089941738 0.102169412 0.396765038
## FireplaceQu 0.008088939 -0.0091830672 -0.023086469 0.155752368 -0.097084002
## GarageType -0.085455115 0.0344530772 0.007798150 -0.129141939 -0.426428272
## GarageYrBlt 0.085096762 0.0189079979 -0.019698594 0.092400294 0.288984217
## GarageFinish -0.104190552 0.0010645744 -0.064431643 -0.165541180 -0.408037489
## GarageCars 0.104240149 0.0240565354 0.007402281 0.196760745 0.600670717
## GarageArea 0.075208493 0.0553953919 -0.061421041 0.155481063 0.562021757
## GarageQual 0.102768329 -0.0105899339 0.044016283 0.086531972 0.211801935
## GarageCond 0.061842996 0.0555241668 0.035366819 0.049711946 0.270657834
## PavedDrive 0.105864198 -0.0067879468 0.059390170 0.115580306 0.229392989
## WoodDeckSF 0.045337720 0.0116331112 -0.013074794 0.087598416 0.238923392
## OpenPorchSF 0.085860718 0.0345068150 -0.037159888 0.136451992 0.308818823
## EnclosedPorch -0.079213052 0.0130978139 -0.114726497 -0.065176370 -0.113936859
## X3SsnPorch 0.070610210 -0.0036926388 -0.022844641 -0.026933652 0.030370567
## ScreenPorch 0.011042524 -0.0085764825 -0.028045676 -0.025323469 0.064886360
## PoolArea 0.008742482 -0.0021802937 -0.028279760 0.076630139 0.065165844
## PoolQC -0.003311455 0.0020093095 0.026061989 -0.059897001 -0.079986540
## Fence 0.046478811 0.0194061874 0.132866384 -0.003069240 0.145442375
## MiscFeature 0.012338566 -0.0414566973 -0.062729678 -0.039391235 -0.086612551
## MiscVal -0.011453556 0.1268137402 -0.009583173 -0.040903491 -0.031406211
## MoSold -0.009868314 0.0040486982 -0.025764380 0.025728148 0.070815172
## YrSold -0.009819076 -0.0214947123 0.002005923 -0.018005097 -0.027346708
## SaleType -0.006289875 0.0065853275 -0.039173997 0.052026918 -0.053939700
## SaleCondition 0.057746921 0.0450742667 -0.003530339 0.022753439 0.193702553
## SalePrice 0.091154912 0.0075127340 -0.085590608 0.180162623 0.790981601
## OverallCond YearBuilt YearRemodAdd RoofStyle
## MSSubClass -0.059315817 0.027850137 0.040581045 -0.1178165258
## MSZoning 0.186951102 -0.308908161 -0.174727661 -0.0003006728
## LotFrontage -0.053280668 0.116685392 0.083348087 0.1539992943
## LotArea -0.005636270 0.014227652 0.013788427 0.0770542671
## Street 0.042848399 0.021136760 0.065464824 -0.0197316100
## Alley -0.098240236 0.223182147 0.130683921 0.0121399035
## LotShape 0.013693423 -0.226061588 -0.153825101 0.0031822372
## LandContour -0.045270711 0.161622388 0.093374176 -0.0042464495
## Utilities 0.009994087 -0.011504603 -0.034079775 -0.0128679622
## LotConfig -0.030787850 0.013628805 -0.005160793 -0.0103640929
## LandSlope 0.010354520 -0.073639167 -0.059104501 -0.0277393193
## Neighborhood -0.010241882 0.054879270 0.067419138 0.1042014834
## Condition1 -0.032242957 0.158305754 0.136621717 0.0029557320
## Condition2 0.014494334 0.028803349 0.007511616 0.0414372775
## BldgType -0.162039524 0.217584372 0.104855347 -0.0543885688
## HouseStyle -0.031329240 0.270494210 0.209973451 -0.0326288763
## OverallQual -0.091932343 0.572322769 0.550683924 0.1676766284
## OverallCond 1.000000000 -0.375983196 0.073741498 -0.0100540894
## YearBuilt -0.375983196 1.000000000 0.592854976 0.0489354735
## YearRemodAdd 0.073741498 0.592854976 1.000000000 0.0277285022
## RoofStyle -0.010054089 0.048935474 0.027728502 1.0000000000
## RoofMatl 0.027461285 -0.020963444 -0.033260003 -0.0111388022
## Exterior1st -0.041164726 0.097253113 0.239739693 -0.0359817125
## Exterior2nd -0.028072239 0.075716256 0.216371864 -0.0657253531
## MasVnrType 0.009669757 -0.059813565 0.060553415 -0.0863703307
## MasVnrArea -0.125672354 0.311567082 0.176502034 0.2489628440
## ExterQual 0.169185582 -0.494219989 -0.482495612 -0.1931428237
## ExterCond -0.227406722 0.269449873 0.075976949 0.0264674239
## Foundation -0.294257952 0.634841943 0.438642742 0.0232384886
## BsmtQual 0.267004197 -0.608569474 -0.509911640 -0.0725874045
## BsmtCond 0.021066304 0.156378342 0.055882192 -0.0025641683
## BsmtExposure 0.062017095 -0.305518653 -0.228447727 -0.0167976902
## BsmtFinType1 -0.062645247 -0.158741947 -0.030840733 -0.0360380137
## BsmtFinSF1 -0.046230856 0.249503197 0.128450547 0.1893681217
## BsmtFinType2 -0.067225774 0.071706560 0.106216957 0.0221436790
## BsmtFinSF2 0.040229170 -0.049106831 -0.067758514 0.0144709370
## BsmtUnfSF -0.136840570 0.149040392 0.181133087 0.0505415336
## TotalBsmtSF -0.171097515 0.391452002 0.291065583 0.2531027257
## Heating -0.090770463 -0.172334114 -0.157474208 -0.0382282844
## HeatingQC 0.052325754 -0.398668369 -0.495664217 -0.0153243722
## CentralAir 0.118969425 0.381830752 0.298878022 0.0132277109
## Electrical 0.062663926 0.338449950 0.344514303 0.0291757380
## X1stFlrSF -0.144202784 0.281985859 0.240379268 0.2979278294
## X2ndFlrSF 0.028942116 0.010307660 0.140023779 -0.0729391803
## LowQualFinSF 0.025494320 -0.183784344 -0.062419100 -0.0203402509
## GrLivArea -0.079685865 0.199009714 0.287388520 0.1567065419
## BsmtFullBath -0.054941515 0.187598550 0.119469879 0.0857679936
## BsmtHalfBath 0.117820915 -0.038161806 -0.012337032 0.0018461815
## FullBath -0.194149489 0.468270787 0.439046484 0.0231300739
## HalfBath -0.060769327 0.242655910 0.183330612 -0.0136182235
## BedroomAbvGr 0.012980060 -0.070651217 -0.040580928 0.0231462088
## KitchenAbvGr -0.087000855 -0.174800246 -0.149597521 0.0041030119
## KitchenQual 0.067983525 -0.359134588 -0.452431076 -0.1171656124
## TotRmsAbvGrd -0.057583166 0.095589128 0.191739816 0.1458638073
## Functional 0.094040043 0.154367943 0.079903407 -0.0182991758
## Fireplaces -0.023819978 0.147716399 0.112581318 0.1232597332
## FireplaceQu -0.017748753 0.029985946 -0.050865290 -0.0573101788
## GarageType 0.142760303 -0.540351804 -0.314810170 -0.0891171215
## GarageYrBlt -0.006507301 0.272008851 0.146340916 0.0585951138
## GarageFinish 0.181711413 -0.454376199 -0.385413626 -0.1185826106
## GarageCars -0.185757511 0.537850092 0.420622155 0.1323481995
## GarageArea -0.151521371 0.478953820 0.371599809 0.1418660891
## GarageQual -0.081417498 0.384989317 0.170222480 0.0610557344
## GarageCond -0.023735152 0.336570577 0.189784125 0.0255197530
## PavedDrive -0.062236087 0.427560641 0.168457024 -0.0046984542
## WoodDeckSF -0.003333699 0.224880142 0.205725920 0.0791086521
## OpenPorchSF -0.032588814 0.188685840 0.226297633 0.0059776104
## EnclosedPorch 0.070356184 -0.387267783 -0.193919147 -0.0146726366
## X3SsnPorch 0.025503660 0.031354513 0.045285810 0.0224451801
## ScreenPorch 0.054810529 -0.050364435 -0.038740011 0.0666668203
## PoolArea -0.001984942 0.004949728 0.005829372 0.0199282255
## PoolQC 0.023986236 0.004754916 -0.014096829 -0.0330572464
## Fence -0.155289102 0.201083386 0.139732279 0.0110880117
## MiscFeature 0.064373683 -0.074772461 -0.084440894 -0.0164071947
## MiscVal 0.068776806 -0.034383139 -0.010286249 0.0968023120
## MoSold -0.003510839 0.012398471 0.021490002 0.0097674330
## YrSold 0.043949746 -0.013617680 0.035743247 0.0193846281
## SaleType 0.103360440 -0.053896907 0.019564476 -0.0295767436
## SaleCondition 0.017758290 0.201044263 0.221686587 0.0659457744
## SalePrice -0.077855894 0.522897333 0.507100967 0.2224052924
## RoofMatl Exterior1st Exterior2nd MasVnrType
## MSSubClass -3.133648e-02 -0.0891585479 -0.137228523 -0.0298503052
## MSZoning 5.132682e-03 -0.0085584942 0.006962587 -0.0282785178
## LotFrontage 8.127738e-02 0.0754547853 0.099514763 -0.0176932756
## LotArea 1.498370e-01 0.0042556779 -0.003929542 -0.0081222885
## Street 8.080966e-03 0.0025051200 0.006165919 0.0100073715
## Alley 3.107046e-03 -0.0080512983 -0.023991963 -0.0140287506
## LotShape -7.117442e-02 -0.0204629640 -0.027951031 0.0079463473
## LandContour -2.022942e-02 -0.0118085418 -0.034081842 -0.0760659001
## Utilities -3.293383e-03 -0.0296862892 -0.032100384 -0.0325013464
## LotConfig -6.846481e-02 0.0233163265 0.005546111 0.0018255463
## LandSlope 1.786776e-01 -0.0456603002 -0.032878283 0.0348515559
## Neighborhood -3.396955e-03 -0.0780054860 -0.093955908 0.0753609012
## Condition1 9.924038e-03 0.0131456844 0.003649319 0.0024831868
## Condition2 -3.992825e-03 -0.0053750741 -0.015750981 -0.0049446668
## BldgType -3.842356e-02 -0.1121119622 -0.142748407 -0.0287512280
## HouseStyle 4.535815e-02 -0.0364451975 -0.071002698 -0.1335059555
## OverallQual 7.450935e-02 0.1614058484 0.152396313 0.0044069625
## OverallCond 2.746128e-02 -0.0411647256 -0.028072239 0.0096697569
## YearBuilt -2.096344e-02 0.0972531133 0.075716256 -0.0598135647
## YearRemodAdd -3.326000e-02 0.2397396927 0.216371864 0.0605534153
## RoofStyle -1.113880e-02 -0.0359817125 -0.065725353 -0.0863703307
## RoofMatl 1.000000e+00 -0.0027591753 -0.013367088 -0.0183557359
## Exterior1st -2.759175e-03 1.0000000000 0.854162984 0.0306216118
## Exterior2nd -1.336709e-02 0.8541629837 1.000000000 0.0560594141
## MasVnrType -1.835574e-02 0.0306216118 0.056059414 1.0000000000
## MasVnrArea 3.528011e-02 0.0235795451 0.001582685 -0.3474418840
## ExterQual -1.709397e-02 -0.1387475519 -0.114284082 -0.0847542197
## ExterCond -3.859950e-02 0.0184501418 0.031519646 0.0069311435
## Foundation -2.790866e-02 0.1229356789 0.117453968 0.0194796167
## BsmtQual -2.837325e-02 -0.1677848970 -0.151768143 -0.0886117266
## BsmtCond -2.652808e-02 -0.0111232112 -0.024622442 -0.0483975445
## BsmtExposure -7.765955e-02 -0.0691341321 -0.046815235 -0.0213793361
## BsmtFinType1 -2.565914e-02 0.1415815537 0.139252835 0.0708916800
## BsmtFinSF1 4.340403e-02 -0.0666037944 -0.079748870 -0.0075740371
## BsmtFinType2 -1.864202e-02 0.0720521618 0.044469442 0.0136440700
## BsmtFinSF2 6.523194e-02 -0.0546838583 -0.036026083 -0.0240726544
## BsmtUnfSF -4.071083e-03 0.1348248900 0.133048537 0.0259926701
## TotalBsmtSF 6.501126e-02 0.0464440224 0.037849423 0.0094537604
## Heating 2.655027e-05 -0.0661697305 -0.033456781 0.0249400301
## HeatingQC 6.101741e-02 -0.2470542321 -0.235261631 -0.0828671617
## CentralAir 1.464030e-02 0.0307033171 0.014337730 -0.0749740191
## Electrical 1.192521e-02 0.0323853194 -0.019586269 -0.0639771243
## X1stFlrSF 1.503406e-01 0.0051383554 0.017361176 -0.0124586041
## X2ndFlrSF 1.212018e-02 0.0700204974 0.063291593 -0.0524185760
## LowQualFinSF 6.562178e-02 0.0396119885 0.027009863 0.0465391559
## GrLivArea 1.267438e-01 0.0656131445 0.067849347 -0.0484045955
## BsmtFullBath 5.117432e-02 -0.0094643151 -0.013418925 0.0184789423
## BsmtHalfBath 7.508980e-02 0.0004747104 -0.046652015 -0.0749411031
## FullBath 5.902500e-03 0.1161985618 0.114456041 -0.0221191816
## HalfBath 3.385820e-02 -0.0064716818 -0.010357748 -0.1245660775
## BedroomAbvGr -1.726033e-02 -0.0005758875 0.005279133 -0.0893776400
## KitchenAbvGr -3.179222e-02 -0.0889883717 -0.054561069 0.0160105321
## KitchenQual -4.047300e-02 -0.1225993811 -0.111115753 -0.1170882713
## TotRmsAbvGrd 4.718550e-02 0.0666956610 0.068502603 -0.0242466412
## Functional -2.618646e-02 0.0281424368 0.011528182 -0.0569338407
## Fireplaces 8.618775e-02 0.0072919881 0.017700476 -0.0454928476
## FireplaceQu -7.489827e-03 -0.0401979741 -0.056123573 -0.1936018729
## GarageType -3.871184e-02 -0.0187248475 -0.011201871 0.1411234615
## GarageYrBlt 8.616008e-03 0.0305882614 0.028573618 -0.0638822070
## GarageFinish -2.730130e-02 -0.0772664345 -0.058783049 0.0105050114
## GarageCars 4.227561e-02 0.1245897123 0.123952685 -0.0310680377
## GarageArea 4.756312e-02 0.1014004504 0.095006433 -0.0079371317
## GarageQual -2.393961e-02 0.0146924621 -0.015368438 -0.0873923344
## GarageCond -3.125774e-02 0.0392899318 0.024731470 -0.0851216592
## PavedDrive 3.644899e-02 -0.0560351966 -0.041967808 -0.0919226737
## WoodDeckSF 1.205538e-01 0.0457560090 0.028612843 -0.0414944784
## OpenPorchSF 4.943995e-02 0.0800065984 0.076037627 0.0255996298
## EnclosedPorch -2.891769e-02 -0.0232939831 -0.016480406 0.0434323812
## X3SsnPorch -4.489586e-03 -0.0370863428 -0.017565244 -0.0313558265
## ScreenPorch 1.010134e-01 -0.0469519216 -0.020162218 -0.0304544702
## PoolArea 6.174598e-02 -0.0013663945 -0.017545309 0.0075077821
## PoolQC -1.642829e-02 -0.0089566682 0.018458901 -0.0007115381
## Fence -3.541871e-02 0.1000806241 0.084308695 0.0702332335
## MiscFeature -2.339511e-02 -0.0115728227 -0.017330634 -0.0149786939
## MiscVal -1.103085e-02 -0.0163379956 -0.014782381 0.0033975877
## MoSold 3.452321e-02 -0.0049620845 -0.017662141 0.0031800623
## YrSold -2.905696e-02 -0.0401814243 -0.034780649 0.0630665748
## SaleType 1.168617e-02 0.0140414588 0.022229606 -0.0301459562
## SaleCondition -4.547536e-02 0.0625517759 0.068723503 0.0794435689
## SalePrice 1.323831e-01 0.1035510112 0.103765537 0.0182157713
## MasVnrArea ExterQual ExterCond Foundation
## MSSubClass 0.0235792979 -0.0171614523 -0.0032540029 0.058126408
## MSZoning -0.0627915018 0.2005362446 -0.0960413437 -0.235173957
## LotFrontage 0.1784614938 -0.1841203404 0.0483002675 0.098417610
## LotArea 0.1033134390 -0.0572745909 0.0151596283 -0.011081342
## Street 0.0171061114 0.0499757712 0.0058740688 0.035277192
## Alley 0.0817043001 -0.1113243506 0.0622800916 0.165573011
## LotShape -0.1061826038 0.1488178988 -0.0294974338 -0.135123961
## LandContour 0.0482637414 -0.0036132609 0.0098037769 0.053477827
## Utilities 0.0634517246 0.0173692670 0.0095350110 -0.014377154
## LotConfig -0.0316403644 -0.0025029709 0.0348977520 -0.011755334
## LandSlope -0.0210757199 0.0210404654 0.0008337098 -0.027781542
## Neighborhood 0.0931859937 -0.1096288924 0.0243701186 0.026748349
## Condition1 0.0223991796 -0.0748545067 0.0768410138 0.074020330
## Condition2 0.0377365806 -0.0285057571 -0.0209804296 -0.006442378
## BldgType 0.0431476760 -0.0878617290 0.0850671330 0.142892137
## HouseStyle 0.1691439970 -0.0926096996 0.0675844939 0.186050537
## OverallQual 0.4072197979 -0.6343191033 0.1385810318 0.396185994
## OverallCond -0.1256723538 0.1691855818 -0.2274067223 -0.294257952
## YearBuilt 0.3115670816 -0.4942199893 0.2694498735 0.634841943
## YearRemodAdd 0.1765020335 -0.4824956117 0.0759769485 0.438642742
## RoofStyle 0.2489628440 -0.1931428237 0.0264674239 0.023238489
## RoofMatl 0.0352801105 -0.0170939691 -0.0385995004 -0.027908660
## Exterior1st 0.0235795451 -0.1387475519 0.0184501418 0.122935679
## Exterior2nd 0.0015826851 -0.1142840824 0.0315196459 0.117453968
## MasVnrType -0.3474418840 -0.0847542197 0.0069311435 0.019479617
## MasVnrArea 1.0000000000 -0.3530533999 0.0696187382 0.174557731
## ExterQual -0.3530533999 1.0000000000 -0.0580939047 -0.413563390
## ExterCond 0.0696187382 -0.0580939047 1.0000000000 0.155927786
## Foundation 0.1745577311 -0.4135633896 0.1559277861 1.000000000
## BsmtQual -0.2866026020 0.5723269693 -0.1604950756 -0.476815981
## BsmtCond 0.0793964921 -0.0078870333 0.1990669263 0.011845182
## BsmtExposure -0.1315119738 0.2274922254 -0.0645221848 -0.149480819
## BsmtFinType1 -0.0784958080 -0.0106152152 0.0009775538 -0.012578821
## BsmtFinSF1 0.2612313571 -0.1945471214 0.0409152212 0.099016305
## BsmtFinType2 0.0617906040 -0.0868034153 0.0182018360 0.049882725
## BsmtFinSF2 -0.0713196327 0.0685625647 -0.0187893928 -0.094327039
## BsmtUnfSF 0.1138580707 -0.2669793178 0.0826702337 0.098072318
## TotalBsmtSF 0.3600412445 -0.4459518382 0.1188941749 0.167035344
## Heating -0.0483787739 0.0548634607 -0.0313506538 -0.038638179
## HeatingQC -0.1422891645 0.4324990192 -0.0401547365 -0.348917137
## CentralAir 0.1263984809 -0.0869650830 0.1013084786 0.167948549
## Electrical 0.1108573381 -0.1555376575 0.0154769620 0.189533317
## X1stFlrSF 0.3398251875 -0.3837672362 0.0655505344 0.191519458
## X2ndFlrSF 0.1737963689 -0.1509226556 0.0009055639 0.108799331
## LowQualFinSF -0.0686231396 0.0007011152 -0.0741108997 -0.089682190
## GrLivArea 0.3880309248 -0.4076415694 0.0421192448 0.222981590
## BsmtFullBath 0.0829896227 -0.1011956027 0.0116565023 0.063495350
## BsmtHalfBath 0.0274094966 0.0565180224 -0.0612714285 -0.064824410
## FullBath 0.2729701561 -0.4128081583 0.0914827167 0.385473769
## HalfBath 0.1990894493 -0.1585002785 0.0985950434 0.140208606
## BedroomAbvGr 0.1027770589 0.0426710727 -0.0252068708 -0.007755002
## KitchenAbvGr -0.0384602416 0.1044309528 -0.0080005916 -0.008470569
## KitchenQual -0.2571981375 0.6415836000 -0.0415702511 -0.318527843
## TotRmsAbvGrd 0.2795610242 -0.2892458472 0.0307860222 0.149545341
## Functional 0.0879303219 -0.0488539264 0.0396596631 0.105707518
## Fireplaces 0.2470045343 -0.2222213130 0.0442564014 0.069268291
## FireplaceQu -0.0278669513 0.1674179391 -0.0151582780 -0.014434058
## GarageType -0.2135219934 0.2612254305 -0.1482949889 -0.339217939
## GarageYrBlt 0.1326788381 -0.1229940313 0.1299265404 0.142326937
## GarageFinish -0.2075089038 0.4020852726 -0.0934970370 -0.335692166
## GarageCars 0.3619237423 -0.4499801147 0.1797325175 0.381941059
## GarageArea 0.3708646978 -0.4435323907 0.1380197727 0.333456287
## GarageQual 0.1543748121 -0.1192821873 0.0663733158 0.270435161
## GarageCond 0.1239533215 -0.1381200201 0.0907944960 0.203565903
## PavedDrive 0.1440920745 -0.1067135904 0.1434286400 0.185865338
## WoodDeckSF 0.1599953097 -0.1814484913 0.0224331541 0.140945592
## OpenPorchSF 0.1225037799 -0.2680305147 -0.0069852900 0.158375795
## EnclosedPorch -0.1099063976 0.1199823224 -0.0664883416 -0.207262757
## X3SsnPorch 0.0191469797 -0.0351611667 0.0108084716 0.050383992
## ScreenPorch 0.0622548234 -0.0147199268 -0.0167855518 -0.067287944
## PoolArea 0.0119302698 -0.0341932268 -0.0332602976 -0.001190331
## PoolQC -0.0005807917 0.0281920643 0.0301958352 -0.012438025
## Fence 0.0808101175 -0.2104699548 0.0902630670 0.148703397
## MiscFeature -0.0422469181 0.0251817696 0.0098422226 -0.030735757
## MiscVal -0.0295090759 0.0101656262 -0.0749324567 -0.004628333
## MoSold -0.0067306960 -0.0247198646 0.0194777495 -0.001891673
## YrSold -0.0083178313 -0.0362995450 -0.0336187426 0.009057715
## SaleType -0.0565009623 0.0926564776 0.0103383873 0.013948601
## SaleCondition 0.0866262569 -0.1885708197 0.0542315055 0.140357616
## SalePrice 0.4725850597 -0.6368836944 0.1173026570 0.382478991
## BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1
## MSSubClass -0.081701771 -0.017904603 -0.060597965 0.0064372980 -0.069835749
## MSZoning 0.160778291 -0.011449759 0.038114709 0.0263467932 -0.049127762
## LotFrontage -0.140529486 0.055031973 -0.124611349 -0.0211463202 0.214366614
## LotArea -0.061494512 0.016715263 -0.140209105 -0.0570808637 0.214103131
## Street -0.030590266 -0.020903437 0.072232275 -0.0147461089 -0.015642722
## Alley -0.086907855 0.043999388 -0.026394968 -0.0446871703 0.038291550
## LotShape 0.176076254 -0.033266170 0.146903775 0.0867569099 -0.134032983
## LandContour -0.020062857 0.018976893 0.043903419 -0.0762478273 -0.018096903
## Utilities 0.026121793 0.008519157 0.015496183 -0.0133765392 -0.019100160
## LotConfig 0.014769974 0.030091181 0.017506889 0.0142206033 -0.023803899
## LandSlope 0.009811744 0.008126816 -0.164403376 -0.0602261286 0.113834194
## Neighborhood -0.102751624 0.025675400 0.056674029 -0.0413146319 0.095941389
## Condition1 -0.126114061 0.012639696 -0.028618923 -0.0364172937 0.030981133
## Condition2 0.015114726 0.032618937 0.002897997 0.0108116154 0.013228669
## BldgType -0.151092261 0.014101277 -0.039941484 -0.0642736187 0.006999582
## HouseStyle -0.193118873 0.034854739 -0.199773347 -0.0495973161 0.010830628
## OverallQual -0.599639311 0.106355665 -0.266569840 0.0117210904 0.239665966
## OverallCond 0.267004197 0.021066304 0.062017095 -0.0626452466 -0.046230856
## YearBuilt -0.608569474 0.156378342 -0.305518653 -0.1587419471 0.249503197
## YearRemodAdd -0.509911640 0.055882192 -0.228447727 -0.0308407327 0.128450547
## RoofStyle -0.072587404 -0.002564168 -0.016797690 -0.0360380137 0.189368122
## RoofMatl -0.028373252 -0.026528084 -0.077659546 -0.0256591416 0.043404027
## Exterior1st -0.167784897 -0.011123211 -0.069134132 0.1415815537 -0.066603794
## Exterior2nd -0.151768143 -0.024622442 -0.046815235 0.1392528349 -0.079748870
## MasVnrType -0.088611727 -0.048397544 -0.021379336 0.0708916800 -0.007574037
## MasVnrArea -0.286602602 0.079396492 -0.131511974 -0.0784958080 0.261231357
## ExterQual 0.572326969 -0.007887033 0.227492225 -0.0106152152 -0.194547121
## ExterCond -0.160495076 0.199066926 -0.064522185 0.0009775538 0.040915221
## Foundation -0.476815981 0.011845182 -0.149480819 -0.0125788207 0.099016305
## BsmtQual 1.000000000 -0.019858233 0.284989801 -0.0118326197 -0.218202349
## BsmtCond -0.019858233 1.000000000 -0.095396301 -0.0940388696 0.115067694
## BsmtExposure 0.284989801 -0.095396301 1.000000000 0.1903942323 -0.286055801
## BsmtFinType1 -0.011832620 -0.094038870 0.190394232 1.0000000000 -0.575884679
## BsmtFinSF1 -0.218202349 0.115067694 -0.286055801 -0.5758846795 1.000000000
## BsmtFinType2 -0.115181339 0.096606275 0.003963777 0.1311739347 0.048904401
## BsmtFinSF2 0.105032044 -0.008000933 -0.060202203 -0.1467167610 -0.050117400
## BsmtUnfSF -0.180098428 0.042893374 0.003630274 0.4977361740 -0.495251469
## TotalBsmtSF -0.369627439 0.159890048 -0.315877593 -0.1513429917 0.522396052
## Heating 0.061016360 -0.116481094 0.088770494 0.0536890926 -0.068653989
## HeatingQC 0.402887829 -0.063981485 0.130855531 -0.0573826346 -0.054051416
## CentralAir -0.141559922 0.197909501 -0.122788295 -0.1465139789 0.166467792
## Electrical -0.176297399 0.141200777 -0.144876977 -0.1318667579 0.151809674
## X1stFlrSF -0.327934104 0.032274477 -0.237557209 -0.1226088703 0.445862656
## X2ndFlrSF -0.142001072 -0.029929268 0.111758971 0.1815378751 -0.137078986
## LowQualFinSF 0.092401465 -0.064217401 0.056406349 0.0759558472 -0.064502597
## GrLivArea -0.350669542 -0.007061172 -0.076707116 0.0676344300 0.208171130
## BsmtFullBath -0.146701052 0.074872775 -0.285185918 -0.4846585277 0.649211754
## BsmtHalfBath 0.051928289 -0.048526499 -0.059261618 -0.1091427946 0.067418478
## FullBath -0.475645535 0.002418339 -0.083223803 0.0769448352 0.058543137
## HalfBath -0.169572734 0.089957724 0.045082107 0.0249098050 0.004262424
## BedroomAbvGr 0.096795395 -0.032060358 0.115686844 0.1176393406 -0.107354677
## KitchenAbvGr 0.108803698 -0.088426481 0.117154766 0.1047246483 -0.081006851
## KitchenQual 0.484650144 -0.008506110 0.207601787 -0.0060138258 -0.191252461
## TotRmsAbvGrd -0.219589647 -0.025963304 -0.009972514 0.1345854928 0.044315624
## Functional -0.068273703 0.069948067 -0.084892251 -0.0252008573 0.044349798
## Fireplaces -0.193381792 0.046428742 -0.119205505 -0.1035318739 0.260010920
## FireplaceQu 0.063930807 0.024443571 0.067125451 -0.0516782302 -0.010065174
## GarageType 0.308952525 -0.122827938 0.223862175 0.1873314236 -0.277684813
## GarageYrBlt -0.155096347 0.080767668 -0.074856852 -0.0741818920 0.115838778
## GarageFinish 0.426190299 -0.051848602 0.201738054 0.0380634928 -0.198918529
## GarageCars -0.502546607 0.069512038 -0.234867150 -0.0374760337 0.224053522
## GarageArea -0.443616998 0.077056555 -0.236957211 -0.0673428554 0.296970385
## GarageQual -0.123451465 0.057910552 -0.093254949 -0.1435741763 0.162756512
## GarageCond -0.122391321 0.166460432 -0.083250315 -0.1289850027 0.141691606
## PavedDrive -0.164962696 0.157160587 -0.114666853 -0.2271214147 0.189545386
## WoodDeckSF -0.235865958 0.030239602 -0.217498129 -0.1184736519 0.204306145
## OpenPorchSF -0.233495887 0.024519119 -0.065867826 -0.0048683978 0.111760613
## EnclosedPorch 0.176992749 -0.053798976 0.099819523 0.1018559907 -0.102303306
## X3SsnPorch -0.019881207 0.028994516 0.015151531 -0.0449991095 0.026450506
## ScreenPorch 0.007609411 0.029067353 -0.013220048 -0.0278790162 0.062020623
## PoolArea -0.020238659 0.022352641 -0.055448609 -0.0352111362 0.140491286
## PoolQC 0.020650950 -0.020599690 0.033571979 0.0409992429 -0.135647150
## Fence -0.230211696 -0.032217300 -0.063349752 0.0237397452 0.013768025
## MiscFeature 0.060230102 0.002326311 0.037391005 -0.0385735108 -0.007804933
## MiscVal 0.030324948 -0.004257426 0.018229719 -0.0393571182 0.003571473
## MoSold -0.009038857 -0.022375460 -0.026060703 0.0393522919 -0.015726948
## YrSold 0.025804461 0.068967640 0.059531600 -0.0496591191 0.014358922
## SaleType 0.042876665 0.033673713 -0.003708105 -0.0533582571 0.006861387
## SaleCondition -0.187099275 0.023942152 -0.072671910 0.0036640002 0.032855050
## SalePrice -0.593733919 0.091503032 -0.309042835 -0.0987343681 0.386419806
## BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## MSSubClass 0.037025406 -0.065648579 -0.1407594808 -0.2385184093
## MSZoning -0.034003982 0.028086034 -0.0467493655 -0.0878340372
## LotFrontage -0.016458457 0.042463228 0.1240982099 0.3634723116
## LotArea -0.056425317 0.111169745 -0.0026183600 0.2608331345
## Street 0.058166902 -0.038486736 0.0352287533 0.0050675341
## Alley 0.025793696 -0.015963447 0.0223549385 0.0564556624
## LotShape 0.008225036 -0.039738369 -0.0216661156 -0.1757815299
## LandContour -0.030833595 0.008594683 0.0206942197 0.0051893992
## Utilities -0.012801438 0.049912617 -0.0126386045 -0.0142333829
## LotConfig -0.004725973 -0.010356812 -0.0114108482 -0.0400490766
## LandSlope -0.058713615 0.085518385 -0.1164564937 0.0324980011
## Neighborhood -0.026976361 0.045670494 0.0088387349 0.1254412857
## Condition1 -0.026287655 0.028699695 0.0146716940 0.0575401863
## Condition2 -0.006706699 0.054116259 0.0168630777 0.0506371854
## BldgType 0.010178853 -0.017375695 -0.0505561070 -0.0500326990
## HouseStyle 0.028407715 -0.027666231 -0.1433503293 -0.1432967356
## OverallQual 0.132429693 -0.059118693 0.3081589269 0.5378084986
## OverallCond -0.067225774 0.040229170 -0.1368405699 -0.1710975146
## YearBuilt 0.071706560 -0.049106831 0.1490403920 0.3914520021
## YearRemodAdd 0.106216957 -0.067758514 0.1811330871 0.2910655826
## RoofStyle 0.022143679 0.014470937 0.0505415336 0.2531027257
## RoofMatl -0.018642021 0.065231936 -0.0040710830 0.0650112584
## Exterior1st 0.072052162 -0.054683858 0.1348248900 0.0464440224
## Exterior2nd 0.044469442 -0.036026083 0.1330485375 0.0378494233
## MasVnrType 0.013644070 -0.024072654 0.0259926701 0.0094537604
## MasVnrArea 0.061790604 -0.071319633 0.1138580707 0.3600412445
## ExterQual -0.086803415 0.068562565 -0.2669793178 -0.4459518382
## ExterCond 0.018201836 -0.018789393 0.0826702337 0.1188941749
## Foundation 0.049882725 -0.094327039 0.0980723185 0.1670353443
## BsmtQual -0.115181339 0.105032044 -0.1800984277 -0.3696274395
## BsmtCond 0.096606275 -0.008000933 0.0428933741 0.1598900481
## BsmtExposure 0.003963777 -0.060202203 0.0036302745 -0.3158775929
## BsmtFinType1 0.131173935 -0.146716761 0.4977361740 -0.1513429917
## BsmtFinSF1 0.048904401 -0.050117400 -0.4952514693 0.5223960520
## BsmtFinType2 1.000000000 -0.706303282 0.2598041604 0.0528002374
## BsmtFinSF2 -0.706303282 1.000000000 -0.2092944924 0.1048095376
## BsmtUnfSF 0.259804160 -0.209294492 1.0000000000 0.4153596052
## TotalBsmtSF 0.052800237 0.104809538 0.4153596052 1.0000000000
## Heating -0.029222848 -0.009157755 -0.0510021220 -0.1261129622
## HeatingQC -0.113649034 0.095908783 -0.2086712742 -0.2311021718
## CentralAir -0.005173216 0.039936480 0.0200601431 0.2079575408
## Electrical 0.014854887 0.014455592 -0.0007870805 0.1623510802
## X1stFlrSF -0.026010010 0.097117448 0.3179874384 0.8195299750
## X2ndFlrSF 0.087556053 -0.099260316 0.0044690921 -0.1745119501
## LowQualFinSF -0.029261146 0.014806998 0.0281666881 -0.0332453873
## GrLivArea 0.050892078 -0.009639892 0.2402572683 0.4548682025
## BsmtFullBath -0.108362640 0.158678061 -0.4229004774 0.3073505537
## BsmtHalfBath -0.074842026 0.070948134 -0.0958042882 -0.0003145818
## FullBath 0.078464503 -0.076443862 0.2888860555 0.3237224136
## HalfBath 0.087250625 -0.032147837 -0.0411175301 -0.0488037386
## BedroomAbvGr 0.005221037 -0.015728114 0.1666433170 0.0504499555
## KitchenAbvGr -0.025683860 -0.040751236 0.0300858683 -0.0689006426
## KitchenQual -0.079853351 0.061924826 -0.2048747323 -0.3824152098
## TotRmsAbvGrd 0.038008181 -0.035226548 0.2506470614 0.2855725637
## Functional 0.119923071 -0.101935224 0.0468086922 0.0557708218
## Fireplaces -0.001197660 0.046920709 0.0515748823 0.3395193239
## FireplaceQu -0.049929847 0.034912304 -0.1180519906 -0.1165291372
## GarageType 0.005263172 -0.054975804 -0.0848470613 -0.3943678652
## GarageYrBlt -0.008626184 0.035072260 0.0427150489 0.1763508247
## GarageFinish -0.066261726 0.042549344 -0.0860020017 -0.2777804780
## GarageCars 0.056193095 -0.038263513 0.2141751898 0.4345848343
## GarageArea 0.025988056 -0.018226592 0.1833026977 0.4866654638
## GarageQual -0.044444633 0.059271315 -0.0324532127 0.1583170613
## GarageCond 0.003624551 0.023581715 0.0242723714 0.1804277504
## PavedDrive -0.033024317 0.063940276 -0.0101532612 0.2103455139
## WoodDeckSF -0.046705747 0.067898326 -0.0053164243 0.2320186091
## OpenPorchSF 0.054160474 0.003092562 0.1290054146 0.2472637463
## EnclosedPorch -0.042907338 0.036543339 -0.0025378546 -0.0954777367
## X3SsnPorch 0.009850656 -0.029993398 0.0207640057 0.0373837273
## ScreenPorch -0.020915656 0.088871251 -0.0125792734 0.0844889859
## PoolArea -0.047922439 0.041709055 -0.0350922408 0.1260531321
## PoolQC 0.063406430 -0.049487685 0.0446607476 -0.1142398148
## Fence 0.139350358 -0.114088668 0.1350937965 0.1084289407
## MiscFeature -0.043386836 -0.013399001 -0.0526965591 -0.0661177301
## MiscVal -0.014341543 0.004939781 -0.0238366451 -0.0184789224
## MoSold 0.031902111 -0.015210738 0.0348884430 0.0131961786
## YrSold -0.033994247 0.031705637 -0.0412581949 -0.0149686480
## SaleType -0.030977411 -0.018881079 -0.0908686981 -0.0913330408
## SaleCondition 0.039735831 -0.059092388 0.0977204938 0.1108530917
## SalePrice 0.072717495 -0.011378121 0.2144791055 0.6135805516
## Heating HeatingQC CentralAir Electrical
## MSSubClass 4.800947e-02 0.020760130 -0.101774493 0.0519449759
## MSZoning 5.686588e-02 0.134279222 -0.049522737 -0.0708177279
## LotFrontage -2.032473e-02 -0.081080901 0.067349595 0.0595716975
## LotArea 2.815823e-02 0.004212446 0.049754938 0.0438557960
## Street 7.904257e-03 -0.053994973 0.069868578 0.0213237828
## Alley -4.347128e-02 -0.064949243 0.104749490 0.0760925876
## LotShape 7.589350e-02 0.096248433 -0.115255876 -0.0970171032
## LandContour 1.574590e-02 -0.066276251 0.105409799 0.0826497173
## Utilities -3.221365e-03 0.006950207 0.006906656 -0.0917276662
## LotConfig -2.352763e-05 -0.010216617 -0.003728844 -0.0253533655
## LandSlope 5.856443e-03 0.035673532 -0.010848599 -0.0143485241
## Neighborhood -1.416659e-02 -0.005542359 0.034055271 0.0692054172
## Condition1 -2.318331e-02 -0.075655447 0.012772002 0.0800341734
## Condition2 -3.905513e-03 -0.017431812 -0.023798307 0.0196656104
## BldgType 5.548897e-03 -0.010396088 0.018196805 0.0738975605
## HouseStyle -7.537590e-02 -0.069915511 0.075060113 0.1721886693
## OverallQual -1.129536e-01 -0.425943780 0.272038424 0.2541273463
## OverallCond -9.077046e-02 0.052325754 0.118969425 0.0626639256
## YearBuilt -1.723341e-01 -0.398668369 0.381830752 0.3384499499
## YearRemodAdd -1.574742e-01 -0.495664217 0.298878022 0.3445143029
## RoofStyle -3.822828e-02 -0.015324372 0.013227711 0.0291757380
## RoofMatl 2.655027e-05 0.061017406 0.014640300 0.0119252059
## Exterior1st -6.616973e-02 -0.247054232 0.030703317 0.0323853194
## Exterior2nd -3.345678e-02 -0.235261631 0.014337730 -0.0195862685
## MasVnrType 2.494003e-02 -0.082867162 -0.074974019 -0.0639771243
## MasVnrArea -4.837877e-02 -0.142289164 0.126398481 0.1108573381
## ExterQual 5.486346e-02 0.432499019 -0.086965083 -0.1555376575
## ExterCond -3.135065e-02 -0.040154736 0.101308479 0.0154769620
## Foundation -3.863818e-02 -0.348917137 0.167948549 0.1895333168
## BsmtQual 6.101636e-02 0.402887829 -0.141559922 -0.1762973987
## BsmtCond -1.164811e-01 -0.063981485 0.197909501 0.1412007770
## BsmtExposure 8.877049e-02 0.130855531 -0.122788295 -0.1448769769
## BsmtFinType1 5.368909e-02 -0.057382635 -0.146513979 -0.1318667579
## BsmtFinSF1 -6.865399e-02 -0.054051416 0.166467792 0.1518096741
## BsmtFinType2 -2.922285e-02 -0.113649034 -0.005173216 0.0148548870
## BsmtFinSF2 -9.157755e-03 0.095908783 0.039936480 0.0144555923
## BsmtUnfSF -5.100212e-02 -0.208671274 0.020060143 -0.0007870805
## TotalBsmtSF -1.261130e-01 -0.231102172 0.207957541 0.1623510802
## Heating 1.000000e+00 0.017979804 -0.409938120 -0.1969539608
## HeatingQC 1.797980e-02 1.000000000 -0.164255737 -0.1428706740
## CentralAir -4.099381e-01 -0.164255737 1.000000000 0.3112927803
## Electrical -1.969540e-01 -0.142870674 0.311292780 1.0000000000
## X1stFlrSF -4.712999e-02 -0.165565100 0.146952612 0.1200619734
## X2ndFlrSF 1.950066e-02 -0.142412595 -0.011802812 0.0513308243
## LowQualFinSF 1.457941e-02 0.022950744 -0.050148642 -0.0443030676
## GrLivArea -1.712412e-02 -0.237985380 0.093665596 0.1268700062
## BsmtFullBath -6.061327e-02 -0.060987522 0.114602675 0.1235772839
## BsmtHalfBath -1.020700e-02 0.037590945 0.040324605 0.0210149418
## FullBath -3.999008e-03 -0.316937597 0.109326360 0.2108725020
## HalfBath -5.215072e-02 -0.100243295 0.134637413 0.1330845802
## BedroomAbvGr -1.685701e-02 0.047323545 0.007871719 0.0471736123
## KitchenAbvGr 1.215449e-01 0.156277002 -0.246797200 -0.1313419564
## KitchenQual 1.676998e-02 0.388232586 -0.049276943 -0.0835338353
## TotRmsAbvGrd -6.341679e-04 -0.159022230 0.034509353 0.0823322056
## Functional -4.910471e-02 -0.070771312 0.068578894 0.0477038850
## Fireplaces -5.219942e-02 -0.122745385 0.186309141 0.1218000046
## FireplaceQu -1.322126e-02 0.100937199 0.034092901 0.0405848214
## GarageType 1.540854e-01 0.202246769 -0.321685562 -0.2150493472
## GarageYrBlt -9.840816e-02 -0.108341638 0.265610600 0.1387030194
## GarageFinish 6.145764e-02 0.324996211 -0.118218945 -0.1631495954
## GarageCars -7.041245e-02 -0.302615640 0.233725864 0.2433507603
## GarageArea -9.382824e-02 -0.258248830 0.230740797 0.2307092838
## GarageQual -1.110355e-01 -0.070194771 0.262904393 0.1577157977
## GarageCond -9.096669e-02 -0.091170962 0.306238495 0.1673511397
## PavedDrive -1.420632e-01 -0.099136651 0.337516323 0.2130247626
## WoodDeckSF -7.554251e-02 -0.107106569 0.145972820 0.1530265050
## OpenPorchSF -2.527244e-02 -0.174534717 0.025857560 0.0911410668
## EnclosedPorch 7.407495e-02 0.093825619 -0.156913165 -0.1399108292
## X3SsnPorch -1.431509e-02 -0.054349335 0.030691766 0.0063611260
## ScreenPorch 1.986467e-04 0.055805696 0.051206238 0.0054755161
## PoolArea -8.452247e-03 0.027532993 0.018121746 0.0207726199
## PoolQC 7.789400e-03 -0.011205213 -0.016700593 -0.0191435780
## Fence 9.105760e-03 -0.189117243 -0.020636105 0.0097678718
## MiscFeature -1.040082e-02 0.031370805 -0.003195846 0.0282061887
## MiscVal -5.406332e-03 0.019298532 -0.002477906 0.0230794115
## MoSold -1.379698e-02 -0.001752828 0.009845525 -0.0085918830
## YrSold 1.182997e-02 0.008846283 -0.009419641 0.0346127826
## SaleType 1.337834e-02 -0.015785824 -0.002827951 0.0118824329
## SaleCondition 6.668521e-03 -0.169886356 0.071165830 0.1021793029
## SalePrice -9.881208e-02 -0.400177543 0.251328164 0.2349449410
## X1stFlrSF X2ndFlrSF LowQualFinSF GrLivArea
## MSSubClass -0.251758352 0.3078857208 0.0464737559 0.074853180
## MSZoning -0.055614472 -0.0514812521 0.0115204338 -0.082615347
## LotFrontage 0.413772532 0.0723880208 0.0374693108 0.368007439
## LotArea 0.299474579 0.0509859483 0.0047789699 0.263116167
## Street 0.005949724 0.0469825885 0.0077241129 0.044121336
## Alley 0.023935827 0.0044835268 0.0368458969 0.024743160
## LotShape -0.172613100 -0.0602045301 0.0206261925 -0.175093478
## LandContour -0.042103201 -0.0342448303 -0.0983521322 -0.068523218
## Utilities 0.012287015 -0.0208175033 -0.0031479480 -0.008545487
## LotConfig -0.062414216 -0.0515563466 -0.0049920896 -0.089208112
## LandSlope 0.068322905 -0.0092554110 0.0138878067 0.043860467
## Neighborhood 0.150352511 0.0277608401 0.0621323671 0.139422713
## Condition1 0.048172325 0.0174207642 -0.0516421451 0.045132967
## Condition2 0.039987761 -0.0002722103 -0.0402215513 0.025470513
## BldgType -0.073688022 -0.0842119208 -0.0303392982 -0.126975195
## HouseStyle -0.172351463 0.4765425405 -0.0831941301 0.261380362
## OverallQual 0.476223829 0.2954928792 -0.0304292840 0.593007430
## OverallCond -0.144202784 0.0289421160 0.0254943199 -0.079685865
## YearBuilt 0.281985859 0.0103076596 -0.1837843444 0.199009714
## YearRemodAdd 0.240379268 0.1400237788 -0.0624191001 0.287388520
## RoofStyle 0.297927829 -0.0729391803 -0.0203402509 0.156706542
## RoofMatl 0.150340612 0.0121201801 0.0656217774 0.126743787
## Exterior1st 0.005138355 0.0700204974 0.0396119885 0.065613145
## Exterior2nd 0.017361176 0.0632915930 0.0270098635 0.067849347
## MasVnrType -0.012458604 -0.0524185760 0.0465391559 -0.048404596
## MasVnrArea 0.339825187 0.1737963689 -0.0686231396 0.388030925
## ExterQual -0.383767236 -0.1509226556 0.0007011152 -0.407641569
## ExterCond 0.065550534 0.0009055639 -0.0741108997 0.042119245
## Foundation 0.191519458 0.1087993307 -0.0896821905 0.222981590
## BsmtQual -0.327934104 -0.1420010722 0.0924014650 -0.350669542
## BsmtCond 0.032274477 -0.0299292679 -0.0642174009 -0.007061172
## BsmtExposure -0.237557209 0.1117589713 0.0564063488 -0.076707116
## BsmtFinType1 -0.122608870 0.1815378751 0.0759558472 0.067634430
## BsmtFinSF1 0.445862656 -0.1370789861 -0.0645025969 0.208171130
## BsmtFinType2 -0.026010010 0.0875560530 -0.0292611457 0.050892078
## BsmtFinSF2 0.097117448 -0.0992603160 0.0148069979 -0.009639892
## BsmtUnfSF 0.317987438 0.0044690921 0.0281666881 0.240257268
## TotalBsmtSF 0.819529975 -0.1745119501 -0.0332453873 0.454868203
## Heating -0.047129991 0.0195006593 0.0145794147 -0.017124118
## HeatingQC -0.165565100 -0.1424125946 0.0229507439 -0.237985380
## CentralAir 0.146952612 -0.0118028116 -0.0501486423 0.093665596
## Electrical 0.120061973 0.0513308243 -0.0443030676 0.126870006
## X1stFlrSF 1.000000000 -0.2026461810 -0.0142406727 0.566023969
## X2ndFlrSF -0.202646181 1.0000000000 0.0633529501 0.687501064
## LowQualFinSF -0.014240673 0.0633529501 1.0000000000 0.134682813
## GrLivArea 0.566023969 0.6875010642 0.1346828130 1.000000000
## BsmtFullBath 0.244671104 -0.1694939517 -0.0471434219 0.034836050
## BsmtHalfBath 0.001955654 -0.0238547839 -0.0058415048 -0.018918483
## FullBath 0.380637495 0.4213779829 -0.0007095096 0.630011646
## HalfBath -0.119915909 0.6097073003 -0.0270800493 0.415771636
## BedroomAbvGr 0.127400749 0.5029006133 0.1056065685 0.521269511
## KitchenAbvGr 0.068100588 0.0593057526 0.0075217443 0.100063165
## KitchenQual -0.356741980 -0.1422898071 -0.0106445096 -0.381637826
## TotRmsAbvGrd 0.409515979 0.6164226355 0.1311847760 0.825489374
## Functional -0.083460137 0.0168593799 -0.0729215175 -0.054142337
## Fireplaces 0.410531085 0.1945608922 -0.0212721434 0.461679134
## FireplaceQu -0.091130461 0.1058029281 -0.0211903554 0.018888864
## GarageType -0.383442385 0.0400782783 0.1600892773 -0.233985485
## GarageYrBlt 0.166635811 0.0644000732 -0.1464666852 0.162537301
## GarageFinish -0.246900533 -0.1198695303 0.0158512800 -0.279752478
## GarageCars 0.439316808 0.1839255831 -0.0944795202 0.467247419
## GarageArea 0.489781654 0.1383469586 -0.0676014132 0.468997477
## GarageQual 0.152072943 -0.0174799931 -0.1047408337 0.087664926
## GarageCond 0.171878740 0.0225704692 -0.0993777925 0.136002813
## PavedDrive 0.163411909 -0.0408837403 -0.0655047317 0.080195350
## WoodDeckSF 0.235458623 0.0921654176 -0.0254436480 0.247432821
## OpenPorchSF 0.211671225 0.2080260632 0.0182510391 0.330223962
## EnclosedPorch -0.065291701 0.0619886908 0.0610812378 0.009113210
## X3SsnPorch 0.056104374 -0.0243576484 -0.0042956104 0.020643190
## ScreenPorch 0.088758073 0.0406064476 0.0267994130 0.101510396
## PoolArea 0.131524976 0.0814868780 0.0621573723 0.170205336
## PoolQC -0.113227796 -0.1129758535 -0.1102047775 -0.187348851
## Fence 0.064381704 0.0329948033 -0.0453564011 0.070577286
## MiscFeature -0.044408326 -0.0166557260 0.0255216622 -0.044145264
## MiscVal -0.021095719 0.0161968746 -0.0037928708 -0.002415640
## MoSold 0.031371560 0.0351644274 -0.0221739606 0.050239681
## YrSold -0.013603771 -0.0286999139 -0.0289208798 -0.036525820
## SaleType -0.111471634 0.0538415947 0.0099939931 -0.036355764
## SaleCondition 0.075892560 0.0378510787 -0.0707603465 0.080729216
## SalePrice 0.605852185 0.3193338028 -0.0256061300 0.708624478
## BsmtFullBath BsmtHalfBath FullBath HalfBath
## MSSubClass 0.0034910258 -0.0023325346 0.1316082224 0.1773543886
## MSZoning -0.0185255725 0.0071928735 -0.1982903835 -0.1338764206
## LotFrontage 0.0903428654 -0.0069789943 0.1805337932 0.0472216405
## LotArea 0.1581545311 0.0480455709 0.1260306265 0.0142594686
## Street -0.0505242760 0.0154853291 0.0464706017 0.0276279755
## Alley 0.0255426641 -0.0285411340 0.0951053718 0.0734014504
## LotShape -0.0761780551 -0.0268242932 -0.1593895883 -0.1110717300
## LandContour 0.0097734642 0.0190607289 0.0503633144 0.0297270719
## Utilities -0.0214668011 0.1033804743 -0.0268619168 -0.0199393537
## LotConfig -0.0129506164 -0.0099268834 -0.0075306956 -0.0258038182
## LandSlope 0.1161645278 0.0702991416 -0.0469357608 0.0007806567
## Neighborhood 0.0477036549 -0.0158796144 0.1296673048 0.0497557053
## Condition1 0.0265141657 -0.0583283338 0.0959845424 0.0602407105
## Condition2 -0.0005308553 -0.0076513391 0.0202637863 0.0231793973
## BldgType 0.0515357168 -0.0034131056 0.0707574928 -0.0075879512
## HouseStyle 0.0374427569 0.0417223577 0.2378186926 0.4147051949
## OverallQual 0.1110977861 -0.0401501577 0.5505997094 0.2734580986
## OverallCond -0.0549415154 0.1178209151 -0.1941494887 -0.0607693268
## YearBuilt 0.1875985500 -0.0381618057 0.4682707872 0.2426559102
## YearRemodAdd 0.1194698791 -0.0123370321 0.4390464839 0.1833306117
## RoofStyle 0.0857679936 0.0018461815 0.0231300739 -0.0136182235
## RoofMatl 0.0511743247 0.0750897962 0.0059024996 0.0338581960
## Exterior1st -0.0094643151 0.0004747104 0.1161985618 -0.0064716818
## Exterior2nd -0.0134189249 -0.0466520146 0.1144560411 -0.0103577476
## MasVnrType 0.0184789423 -0.0749411031 -0.0221191816 -0.1245660775
## MasVnrArea 0.0829896227 0.0274094966 0.2729701561 0.1990894493
## ExterQual -0.1011956027 0.0565180224 -0.4128081583 -0.1585002785
## ExterCond 0.0116565023 -0.0612714285 0.0914827167 0.0985950434
## Foundation 0.0634953503 -0.0648244101 0.3854737689 0.1402086056
## BsmtQual -0.1467010524 0.0519282895 -0.4756455355 -0.1695727340
## BsmtCond 0.0748727748 -0.0485264986 0.0024183391 0.0899577241
## BsmtExposure -0.2851859181 -0.0592616183 -0.0832238034 0.0450821075
## BsmtFinType1 -0.4846585277 -0.1091427946 0.0769448352 0.0249098050
## BsmtFinSF1 0.6492117536 0.0674184779 0.0585431369 0.0042624244
## BsmtFinType2 -0.1083626400 -0.0748420256 0.0784645028 0.0872506251
## BsmtFinSF2 0.1586780608 0.0709481337 -0.0764438620 -0.0321478375
## BsmtUnfSF -0.4229004774 -0.0958042882 0.2888860555 -0.0411175301
## TotalBsmtSF 0.3073505537 -0.0003145818 0.3237224136 -0.0488037386
## Heating -0.0606132684 -0.0102070033 -0.0039990076 -0.0521507202
## HeatingQC -0.0609875216 0.0375909446 -0.3169375966 -0.1002432947
## CentralAir 0.1146026747 0.0403246049 0.1093263595 0.1346374127
## Electrical 0.1235772839 0.0210149418 0.2108725020 0.1330845802
## X1stFlrSF 0.2446711042 0.0019556536 0.3806374950 -0.1199159088
## X2ndFlrSF -0.1694939517 -0.0238547839 0.4213779829 0.6097073003
## LowQualFinSF -0.0471434219 -0.0058415048 -0.0007095096 -0.0270800493
## GrLivArea 0.0348360495 -0.0189184832 0.6300116463 0.4157716361
## BsmtFullBath 1.0000000000 -0.1478709605 -0.0645120486 -0.0309049591
## BsmtHalfBath -0.1478709605 1.0000000000 -0.0545358120 -0.0123399001
## FullBath -0.0645120486 -0.0545358120 1.0000000000 0.1363805887
## HalfBath -0.0309049591 -0.0123399001 0.1363805887 1.0000000000
## BedroomAbvGr -0.1506728092 0.0465188484 0.3632519830 0.2266514842
## KitchenAbvGr -0.0415025464 -0.0379443502 0.1331152142 -0.0682625489
## KitchenQual -0.1208734728 0.0327237811 -0.3376043182 -0.1377560264
## TotRmsAbvGrd -0.0532752361 -0.0238363413 0.5547842535 0.3434148575
## Functional 0.0224828770 -0.0174135839 0.0238940762 0.0753115811
## Fireplaces 0.1379277084 0.0289755866 0.2436705031 0.2036485081
## FireplaceQu 0.0209930169 0.0040217259 0.0678480268 0.1038867304
## GarageType -0.1759809544 -0.0279052796 -0.3009449621 -0.1378017092
## GarageYrBlt 0.0492665180 0.0168132610 0.1374515651 0.1171611345
## GarageFinish -0.1334964910 0.0369940719 -0.3416976526 -0.1830929361
## GarageCars 0.1318812244 -0.0208910590 0.4696720433 0.2191781522
## GarageArea 0.1791894804 -0.0245355796 0.4056562085 0.1635493640
## GarageQual 0.0985972718 0.0441389650 0.1397201763 0.0811450157
## GarageCond 0.0759732923 0.0354319584 0.1604428589 0.1179694297
## PavedDrive 0.1152285795 0.0409415773 0.1294348142 0.1081477750
## WoodDeckSF 0.1753151901 0.0401612233 0.1877032138 0.1080803027
## OpenPorchSF 0.0673414614 -0.0253237579 0.2599774255 0.1997401475
## EnclosedPorch -0.0499106491 -0.0085553339 -0.1150929635 -0.0953165257
## X3SsnPorch -0.0001060915 0.0351136309 0.0353530166 -0.0049724884
## ScreenPorch 0.0231477258 0.0321214072 -0.0081060933 0.0724258452
## PoolArea 0.0676155562 0.0200246298 0.0496038256 0.0223814981
## PoolQC -0.0701296614 -0.0459486326 -0.0676785864 -0.0292788418
## Fence -0.0383935152 -0.0143224548 0.1786985779 0.0488581025
## MiscFeature 0.0072428215 0.0323183446 -0.0503925074 -0.0427469287
## MiscVal -0.0230470249 -0.0073665245 -0.0142898450 0.0012901448
## MoSold -0.0253608943 0.0328727052 0.0558721290 -0.0090498882
## YrSold 0.0670491377 -0.0465238818 -0.0196688407 -0.0102686689
## SaleType 0.0266932568 0.0077142709 -0.0314117784 0.0324287670
## SaleCondition 0.0113861250 -0.0592638897 0.1438636202 0.0721346385
## SalePrice 0.2271222331 -0.0168441543 0.5606637627 0.2841076756
## BedroomAbvGr KitchenAbvGr KitchenQual TotRmsAbvGrd
## MSSubClass -0.0234380285 0.281721040 0.010129055 0.0403800648
## MSZoning -0.0164713556 0.049433965 0.128976001 -0.0431999429
## LotFrontage 0.2368400350 -0.004904671 -0.190231884 0.3205176562
## LotArea 0.1196899082 -0.017783871 -0.057018289 0.1900147776
## Street 0.0288649705 0.013583399 -0.025307463 0.0468284301
## Alley -0.0578885137 -0.032155283 -0.042799491 -0.0529323064
## LotShape -0.0502139708 0.092520416 0.122181702 -0.1192504212
## LandContour -0.0408505564 -0.038959024 0.030813292 -0.0534576799
## Utilities 0.0042877641 -0.005535889 -0.010717351 0.0077693105
## LotConfig -0.0565736629 -0.002500048 -0.010437019 -0.0492460768
## LandSlope -0.0481964028 -0.036467401 -0.002735024 -0.0337681609
## Neighborhood 0.0623344818 0.069565861 -0.100360686 0.1080124885
## Condition1 0.0136824074 -0.075723935 -0.050028412 0.0525241634
## Condition2 -0.0142622528 0.029313860 -0.038491443 0.0208144262
## BldgType -0.2775430112 0.182926130 -0.024530610 -0.1984133691
## HouseStyle 0.1848364173 -0.004244916 -0.083380609 0.2457777552
## OverallQual 0.1016763562 -0.183882235 -0.555348475 0.4274523433
## OverallCond 0.0129800601 -0.087000855 0.067983525 -0.0575831661
## YearBuilt -0.0706512169 -0.174800246 -0.359134588 0.0955891283
## YearRemodAdd -0.0405809281 -0.149597521 -0.452431076 0.1917398163
## RoofStyle 0.0231462088 0.004103012 -0.117165612 0.1458638073
## RoofMatl -0.0172603328 -0.031792218 -0.040472998 0.0471855039
## Exterior1st -0.0005758875 -0.088988372 -0.122599381 0.0666956610
## Exterior2nd 0.0052791334 -0.054561069 -0.111115753 0.0685026035
## MasVnrType -0.0893776400 0.016010532 -0.117088271 -0.0242466412
## MasVnrArea 0.1027770589 -0.038460242 -0.257198137 0.2795610242
## ExterQual 0.0426710727 0.104430953 0.641583600 -0.2892458472
## ExterCond -0.0252068708 -0.008000592 -0.041570251 0.0307860222
## Foundation -0.0077550015 -0.008470569 -0.318527843 0.1495453408
## BsmtQual 0.0967953945 0.108803698 0.484650144 -0.2195896474
## BsmtCond -0.0320603580 -0.088426481 -0.008506110 -0.0259633038
## BsmtExposure 0.1156868441 0.117154766 0.207601787 -0.0099725143
## BsmtFinType1 0.1176393406 0.104724648 -0.006013826 0.1345854928
## BsmtFinSF1 -0.1073546768 -0.081006851 -0.191252461 0.0443156239
## BsmtFinType2 0.0052210365 -0.025683860 -0.079853351 0.0380081813
## BsmtFinSF2 -0.0157281136 -0.040751236 0.061924826 -0.0352265479
## BsmtUnfSF 0.1666433170 0.030085868 -0.204874732 0.2506470614
## TotalBsmtSF 0.0504499555 -0.068900643 -0.382415210 0.2855725637
## Heating -0.0168570148 0.121544918 0.016769978 -0.0006341679
## HeatingQC 0.0473235451 0.156277002 0.388232586 -0.1590222301
## CentralAir 0.0078717186 -0.246797200 -0.049276943 0.0345093528
## Electrical 0.0471736123 -0.131341956 -0.083533835 0.0823322056
## X1stFlrSF 0.1274007494 0.068100588 -0.356741980 0.4095159789
## X2ndFlrSF 0.5029006133 0.059305753 -0.142289807 0.6164226355
## LowQualFinSF 0.1056065685 0.007521744 -0.010644510 0.1311847760
## GrLivArea 0.5212695109 0.100063165 -0.381637826 0.8254893743
## BsmtFullBath -0.1506728092 -0.041502546 -0.120873473 -0.0532752361
## BsmtHalfBath 0.0465188484 -0.037944350 0.032723781 -0.0238363413
## FullBath 0.3632519830 0.133115214 -0.337604318 0.5547842535
## HalfBath 0.2266514842 -0.068262549 -0.137756026 0.3434148575
## BedroomAbvGr 1.0000000000 0.198596758 0.037696110 0.6766199357
## KitchenAbvGr 0.1985967577 1.000000000 0.119526566 0.2560454085
## KitchenQual 0.0376961103 0.119526566 1.000000000 -0.2635428447
## TotRmsAbvGrd 0.6766199357 0.256045409 -0.263542845 1.0000000000
## Functional -0.0153373975 -0.025254225 -0.069663294 -0.0454036066
## Fireplaces 0.1075696810 -0.123936235 -0.228034654 0.3261144802
## FireplaceQu 0.0669942746 0.016088225 0.206147321 -0.0001009318
## GarageType -0.0118667976 0.178572285 0.189678625 -0.1333027017
## GarageYrBlt -0.0098479534 -0.157988740 -0.065137403 0.0956036450
## GarageFinish 0.0070216167 0.094975808 0.352068840 -0.2083544955
## GarageCars 0.0861064377 -0.050633892 -0.365124489 0.3622885708
## GarageArea 0.0652525299 -0.064433047 -0.364861649 0.3378221206
## GarageQual 0.0128118058 -0.144384248 -0.036149988 0.0424000583
## GarageCond -0.0033624495 -0.127442694 -0.084812762 0.0647030582
## PavedDrive -0.0322270982 -0.170502321 -0.050970606 -0.0036176300
## WoodDeckSF 0.0468537731 -0.090130273 -0.160471102 0.1659838837
## OpenPorchSF 0.0938095716 -0.070090610 -0.222063200 0.2341915878
## EnclosedPorch 0.0415704345 0.037312385 0.070794467 0.0041512990
## X3SsnPorch -0.0244777964 -0.024600359 -0.010649494 -0.0066832410
## ScreenPorch 0.0442996911 -0.051613366 -0.026612433 0.0593825996
## PoolArea 0.0707025836 -0.014525116 -0.058821243 0.0837573495
## PoolQC -0.0760524390 0.013386019 0.066989998 -0.0877169926
## Fence -0.0431103402 0.050768694 -0.137522219 0.0336343414
## MiscFeature 0.0123954226 -0.005886175 0.061433691 -0.0275363268
## MiscVal 0.0077669720 0.062340724 0.036969847 0.0247628842
## MoSold 0.0465438599 0.026588907 -0.038071660 0.0369070772
## YrSold -0.0360138928 0.031687207 -0.009706414 -0.0345163543
## SaleType 0.0378769887 -0.013256436 0.038740866 -0.0395090084
## SaleCondition -0.0173577503 -0.066113482 -0.134391067 0.0706597518
## SalePrice 0.1682131543 -0.135907371 -0.589188778 0.5337231556
## Functional Fireplaces FireplaceQu GarageType GarageYrBlt
## MSSubClass 0.003711428 -0.045569340 0.0501995198 0.133138395 -0.080999346
## MSZoning -0.095722109 -0.011349167 -0.0024913799 0.141141686 -0.073907941
## LotFrontage 0.030113511 0.233220640 -0.0190434309 -0.253811949 0.099194267
## LotArea -0.022316619 0.271364010 0.0053227665 -0.150161826 0.072599533
## Street -0.016443543 -0.005348117 -0.0043478913 -0.017098232 0.032468158
## Alley 0.018898008 0.002202131 0.0018553173 -0.060536284 0.062928553
## LotShape -0.029321478 -0.194285030 -0.0623383123 0.196948992 -0.083331652
## LandContour 0.036112714 -0.052238771 0.0518421904 -0.109806665 0.073764623
## Utilities 0.006701536 0.015721056 -0.0243979458 -0.006578645 0.005153048
## LotConfig -0.021119083 -0.061043428 -0.0312786206 0.030677611 -0.034108471
## LandSlope -0.106851471 0.123994738 0.0404258141 0.004888684 -0.014115167
## Neighborhood 0.030259751 0.058043565 -0.0423543759 -0.080933395 0.078679961
## Condition1 -0.014877287 0.005877565 0.0080889393 -0.085455115 0.085096762
## Condition2 0.008124795 -0.013774827 -0.0091830672 0.034453077 0.018907998
## BldgType 0.009629773 -0.089941738 -0.0230864686 0.007798150 -0.019698594
## HouseStyle 0.051993060 0.102169412 0.1557523681 -0.129141939 0.092400294
## OverallQual 0.161046946 0.396765038 -0.0970840023 -0.426428272 0.288984217
## OverallCond 0.094040043 -0.023819978 -0.0177487526 0.142760303 -0.006507301
## YearBuilt 0.154367943 0.147716399 0.0299859459 -0.540351804 0.272008851
## YearRemodAdd 0.079903407 0.112581318 -0.0508652899 -0.314810170 0.146340916
## RoofStyle -0.018299176 0.123259733 -0.0573101788 -0.089117122 0.058595114
## RoofMatl -0.026186457 0.086187753 -0.0074898268 -0.038711845 0.008616008
## Exterior1st 0.028142437 0.007291988 -0.0401979741 -0.018724847 0.030588261
## Exterior2nd 0.011528182 0.017700476 -0.0561235727 -0.011201871 0.028573618
## MasVnrType -0.056933841 -0.045492848 -0.1936018729 0.141123462 -0.063882207
## MasVnrArea 0.087930322 0.247004534 -0.0278669513 -0.213521993 0.132678838
## ExterQual -0.048853926 -0.222221313 0.1674179391 0.261225430 -0.122994031
## ExterCond 0.039659663 0.044256401 -0.0151582780 -0.148294989 0.129926540
## Foundation 0.105707518 0.069268291 -0.0144340579 -0.339217939 0.142326937
## BsmtQual -0.068273703 -0.193381792 0.0639308073 0.308952525 -0.155096347
## BsmtCond 0.069948067 0.046428742 0.0244435712 -0.122827938 0.080767668
## BsmtExposure -0.084892251 -0.119205505 0.0671254514 0.223862175 -0.074856852
## BsmtFinType1 -0.025200857 -0.103531874 -0.0516782302 0.187331424 -0.074181892
## BsmtFinSF1 0.044349798 0.260010920 -0.0100651743 -0.277684813 0.115838778
## BsmtFinType2 0.119923071 -0.001197660 -0.0499298472 0.005263172 -0.008626184
## BsmtFinSF2 -0.101935224 0.046920709 0.0349123041 -0.054975804 0.035072260
## BsmtUnfSF 0.046808692 0.051574882 -0.1180519906 -0.084847061 0.042715049
## TotalBsmtSF 0.055770822 0.339519324 -0.1165291372 -0.394367865 0.176350825
## Heating -0.049104710 -0.052199421 -0.0132212633 0.154085434 -0.098408159
## HeatingQC -0.070771312 -0.122745385 0.1009371992 0.202246769 -0.108341638
## CentralAir 0.068578894 0.186309141 0.0340929013 -0.321685562 0.265610600
## Electrical 0.047703885 0.121800005 0.0405848214 -0.215049347 0.138703019
## X1stFlrSF -0.083460137 0.410531085 -0.0911304609 -0.383442385 0.166635811
## X2ndFlrSF 0.016859380 0.194560892 0.1058029281 0.040078278 0.064400073
## LowQualFinSF -0.072921517 -0.021272143 -0.0211903554 0.160089277 -0.146466685
## GrLivArea -0.054142337 0.461679134 0.0188888642 -0.233985485 0.162537301
## BsmtFullBath 0.022482877 0.137927708 0.0209930169 -0.175980954 0.049266518
## BsmtHalfBath -0.017413584 0.028975587 0.0040217259 -0.027905280 0.016813261
## FullBath 0.023894076 0.243670503 0.0678480268 -0.300944962 0.137451565
## HalfBath 0.075311581 0.203648508 0.1038867304 -0.137801709 0.117161134
## BedroomAbvGr -0.015337397 0.107569681 0.0669942746 -0.011866798 -0.009847953
## KitchenAbvGr -0.025254225 -0.123936235 0.0160882247 0.178572285 -0.157988740
## KitchenQual -0.069663294 -0.228034654 0.2061473213 0.189678625 -0.065137403
## TotRmsAbvGrd -0.045403607 0.326114480 -0.0001009318 -0.133302702 0.095603645
## Functional 1.000000000 -0.024567064 -0.0778492658 -0.089485601 0.045605929
## Fireplaces -0.024567064 1.000000000 0.0651415627 -0.309422546 0.186262807
## FireplaceQu -0.077849266 0.065141563 1.0000000000 -0.075661950 0.008284028
## GarageType -0.089485601 -0.309422546 -0.0756619499 1.000000000 -0.457178919
## GarageYrBlt 0.045605929 0.186262807 0.0082840275 -0.457178919 1.000000000
## GarageFinish -0.087552391 -0.228990028 -0.0055270463 0.287826321 0.152900483
## GarageCars 0.086848046 0.300788766 -0.0095772899 -0.445902746 0.597992598
## GarageArea 0.075929395 0.269141238 -0.0403638430 -0.411341182 0.560770931
## GarageQual 0.037532562 0.123954783 0.0217476955 -0.371175080 0.476675201
## GarageCond 0.038581023 0.181601278 0.0390075292 -0.393988219 0.543009581
## PavedDrive 0.046994404 0.140731946 0.0418617377 -0.345565841 0.340212394
## WoodDeckSF -0.013248734 0.200018796 -0.0013596861 -0.236997685 0.117299078
## OpenPorchSF 0.066679796 0.169405327 0.0410545742 -0.133788358 0.049871170
## EnclosedPorch -0.044125919 -0.024821869 -0.0125262610 0.191853608 -0.076814057
## X3SsnPorch 0.019757326 0.011257239 -0.0092397058 -0.063361238 0.029400560
## ScreenPorch -0.012167449 0.184530270 0.0152476979 -0.061222351 0.061418033
## PoolArea 0.017583549 0.095073522 -0.0245349516 -0.034733444 0.015858433
## PoolQC -0.016204602 -0.090908000 0.0214445178 0.018427234 -0.013994884
## Fence 0.085122231 0.021804378 -0.0263538917 -0.032051856 0.005355230
## MiscFeature -0.061446990 0.005959120 0.0854234623 0.008530227 0.002288194
## MiscVal -0.019972659 0.001408605 0.0455487132 -0.003675830 -0.006668444
## MoSold 0.031783293 0.046357102 -0.0308779795 -0.003178686 0.019150743
## YrSold -0.015505773 -0.024095565 0.0077724307 0.008710949 -0.011133802
## SaleType -0.012321595 0.019015469 0.0841593066 0.041497743 -0.026822269
## SaleCondition 0.022892335 0.105617690 -0.0525967537 -0.138910420 0.136211885
## SalePrice 0.115327917 0.466928837 -0.0971763868 -0.415283068 0.261354242
## GarageFinish GarageCars GarageArea GarageQual
## MSSubClass -0.028805699 -0.040109793 -0.098671543 -0.0385710213
## MSZoning 0.117559396 -0.157042128 -0.189250453 -0.1629984917
## LotFrontage -0.154697427 0.269539254 0.323510929 0.0932497959
## LotArea -0.087669099 0.154870740 0.180402755 0.0530790924
## Street 0.002339239 -0.020024633 -0.047794293 0.0035585085
## Alley -0.064757705 0.065770797 0.056943305 0.1235446568
## LotShape 0.189652525 -0.183905655 -0.160638880 -0.1184170889
## LandContour -0.039881550 0.045769144 0.047626434 0.0418568602
## Utilities 0.002709528 0.008161002 0.006371957 0.0082625108
## LotConfig 0.015047890 -0.066967388 -0.064023272 0.0032614428
## LandSlope 0.015031787 -0.002683462 0.004825528 0.0077412018
## Neighborhood -0.001756693 0.163090297 0.183114090 0.0119171827
## Condition1 -0.104190552 0.104240149 0.075208493 0.1027683286
## Condition2 0.001064574 0.024056535 0.055395392 -0.0105899339
## BldgType -0.064431643 0.007402281 -0.061421041 0.0440162833
## HouseStyle -0.165541180 0.196760745 0.155481063 0.0865319723
## OverallQual -0.408037489 0.600670717 0.562021757 0.2118019351
## OverallCond 0.181711413 -0.185757511 -0.151521371 -0.0814174984
## YearBuilt -0.454376199 0.537850092 0.478953820 0.3849893166
## YearRemodAdd -0.385413626 0.420622155 0.371599809 0.1702224805
## RoofStyle -0.118582611 0.132348199 0.141866089 0.0610557344
## RoofMatl -0.027301299 0.042275613 0.047563123 -0.0239396089
## Exterior1st -0.077266435 0.124589712 0.101400450 0.0146924621
## Exterior2nd -0.058783049 0.123952685 0.095006433 -0.0153684379
## MasVnrType 0.010505011 -0.031068038 -0.007937132 -0.0873923344
## MasVnrArea -0.207508904 0.361923742 0.370864698 0.1543748121
## ExterQual 0.402085273 -0.449980115 -0.443532391 -0.1192821873
## ExterCond -0.093497037 0.179732517 0.138019773 0.0663733158
## Foundation -0.335692166 0.381941059 0.333456287 0.2704351610
## BsmtQual 0.426190299 -0.502546607 -0.443616998 -0.1234514646
## BsmtCond -0.051848602 0.069512038 0.077056555 0.0579105521
## BsmtExposure 0.201738054 -0.234867150 -0.236957211 -0.0932549490
## BsmtFinType1 0.038063493 -0.037476034 -0.067342855 -0.1435741763
## BsmtFinSF1 -0.198918529 0.224053522 0.296970385 0.1627565125
## BsmtFinType2 -0.066261726 0.056193095 0.025988056 -0.0444446331
## BsmtFinSF2 0.042549344 -0.038263513 -0.018226592 0.0592713147
## BsmtUnfSF -0.086002002 0.214175190 0.183302698 -0.0324532127
## TotalBsmtSF -0.277780478 0.434584834 0.486665464 0.1583170613
## Heating 0.061457638 -0.070412454 -0.093828236 -0.1110354792
## HeatingQC 0.324996211 -0.302615640 -0.258248830 -0.0701947711
## CentralAir -0.118218945 0.233725864 0.230740797 0.2629043930
## Electrical -0.163149595 0.243350760 0.230709284 0.1577157977
## X1stFlrSF -0.246900533 0.439316808 0.489781654 0.1520729425
## X2ndFlrSF -0.119869530 0.183925583 0.138346959 -0.0174799931
## LowQualFinSF 0.015851280 -0.094479520 -0.067601413 -0.1047408337
## GrLivArea -0.279752478 0.467247419 0.468997477 0.0876649256
## BsmtFullBath -0.133496491 0.131881224 0.179189480 0.0985972718
## BsmtHalfBath 0.036994072 -0.020891059 -0.024535580 0.0441389650
## FullBath -0.341697653 0.469672043 0.405656208 0.1397201763
## HalfBath -0.183092936 0.219178152 0.163549364 0.0811450157
## BedroomAbvGr 0.007021617 0.086106438 0.065252530 0.0128118058
## KitchenAbvGr 0.094975808 -0.050633892 -0.064433047 -0.1443842480
## KitchenQual 0.352068840 -0.365124489 -0.364861649 -0.0361499877
## TotRmsAbvGrd -0.208354495 0.362288571 0.337822121 0.0424000583
## Functional -0.087552391 0.086848046 0.075929395 0.0375325623
## Fireplaces -0.228990028 0.300788766 0.269141238 0.1239547828
## FireplaceQu -0.005527046 -0.009577290 -0.040363843 0.0217476955
## GarageType 0.287826321 -0.445902746 -0.411341182 -0.3711750805
## GarageYrBlt 0.152900483 0.597992598 0.560770931 0.4766752005
## GarageFinish 1.000000000 -0.226214153 -0.174235916 -0.0480219912
## GarageCars -0.226214153 1.000000000 0.882475414 0.3730590583
## GarageArea -0.174235916 0.882475414 1.000000000 0.3614233844
## GarageQual -0.048021991 0.373059058 0.361423384 1.0000000000
## GarageCond -0.009786625 0.390120679 0.377485934 0.6183825956
## PavedDrive -0.075158564 0.284598386 0.284885031 0.3139640909
## WoodDeckSF -0.193666832 0.226342138 0.224666307 0.0943063199
## OpenPorchSF -0.180237238 0.213569446 0.241434672 0.0222752721
## EnclosedPorch 0.156271042 -0.151434160 -0.121776720 -0.1237345786
## X3SsnPorch -0.002987438 0.035765285 0.035086700 -0.0004793936
## ScreenPorch -0.003858321 0.050493792 0.051411762 -0.0020893140
## PoolArea -0.021121547 0.020933531 0.061047272 -0.0203435437
## PoolQC 0.017975330 -0.032770369 -0.067878532 -0.0037196332
## Fence -0.149852676 0.139430326 0.113860517 0.0133691582
## MiscFeature 0.034704968 -0.050477438 -0.032875534 -0.0478744756
## MiscVal 0.012152160 -0.043080128 -0.027399914 -0.0039127145
## MoSold 0.013816500 0.040521730 0.027973800 0.0198214757
## YrSold -0.008732797 -0.039116904 -0.027377940 0.0308468238
## SaleType 0.029745906 -0.070355055 -0.093642301 -0.0386097424
## SaleCondition -0.107787848 0.184942741 0.181284212 0.1039128671
## SalePrice -0.425684254 0.640409197 0.623431439 0.2059628289
## GarageCond PavedDrive WoodDeckSF OpenPorchSF
## MSSubClass -0.0458950325 -0.059924939 -0.012579358 -0.006100121
## MSZoning -0.1027444548 -0.100365784 -0.009476572 -0.154704030
## LotFrontage 0.0907037418 0.088120722 0.075542109 0.137013561
## LotArea 0.0657413598 0.015133907 0.171697687 0.084773809
## Street 0.0077133605 0.024521473 -0.017989760 -0.005663818
## Alley 0.1260916776 0.097879592 -0.015283721 0.037246939
## LotShape -0.0962922385 -0.113697667 -0.166945655 -0.075411555
## LandContour 0.0434144266 0.140920848 -0.002878678 0.040676176
## Utilities 0.0077322781 0.007585565 -0.019692086 0.028198576
## LotConfig 0.0071756606 -0.045058394 -0.035634570 -0.054613678
## LandSlope -0.0198898165 -0.024537859 0.095155937 -0.032621588
## Neighborhood 0.0473640198 0.027751680 0.048764390 0.137089430
## Condition1 0.0618429958 0.105864198 0.045337720 0.085860718
## Condition2 0.0555241668 -0.006787947 0.011633111 0.034506815
## BldgType 0.0353668190 0.059390170 -0.013074794 -0.037159888
## HouseStyle 0.0497119459 0.115580306 0.087598416 0.136451992
## OverallQual 0.2706578344 0.229392989 0.238923392 0.308818823
## OverallCond -0.0237351518 -0.062236087 -0.003333699 -0.032588814
## YearBuilt 0.3365705774 0.427560641 0.224880142 0.188685840
## YearRemodAdd 0.1897841254 0.168457024 0.205725920 0.226297633
## RoofStyle 0.0255197530 -0.004698454 0.079108652 0.005977610
## RoofMatl -0.0312577356 0.036448986 0.120553793 0.049439949
## Exterior1st 0.0392899318 -0.056035197 0.045756009 0.080006598
## Exterior2nd 0.0247314701 -0.041967808 0.028612843 0.076037627
## MasVnrType -0.0851216592 -0.091922674 -0.041494478 0.025599630
## MasVnrArea 0.1239533215 0.144092075 0.159995310 0.122503780
## ExterQual -0.1381200201 -0.106713590 -0.181448491 -0.268030515
## ExterCond 0.0907944960 0.143428640 0.022433154 -0.006985290
## Foundation 0.2035659031 0.185865338 0.140945592 0.158375795
## BsmtQual -0.1223913212 -0.164962696 -0.235865958 -0.233495887
## BsmtCond 0.1664604316 0.157160587 0.030239602 0.024519119
## BsmtExposure -0.0832503154 -0.114666853 -0.217498129 -0.065867826
## BsmtFinType1 -0.1289850027 -0.227121415 -0.118473652 -0.004868398
## BsmtFinSF1 0.1416916055 0.189545386 0.204306145 0.111760613
## BsmtFinType2 0.0036245514 -0.033024317 -0.046705747 0.054160474
## BsmtFinSF2 0.0235817152 0.063940276 0.067898326 0.003092562
## BsmtUnfSF 0.0242723714 -0.010153261 -0.005316424 0.129005415
## TotalBsmtSF 0.1804277504 0.210345514 0.232018609 0.247263746
## Heating -0.0909666871 -0.142063229 -0.075542514 -0.025272436
## HeatingQC -0.0911709623 -0.099136651 -0.107106569 -0.174534717
## CentralAir 0.3062384954 0.337516323 0.145972820 0.025857560
## Electrical 0.1673511397 0.213024763 0.153026505 0.091141067
## X1stFlrSF 0.1718787403 0.163411909 0.235458623 0.211671225
## X2ndFlrSF 0.0225704692 -0.040883740 0.092165418 0.208026063
## LowQualFinSF -0.0993777925 -0.065504732 -0.025443648 0.018251039
## GrLivArea 0.1360028135 0.080195350 0.247432821 0.330223962
## BsmtFullBath 0.0759732923 0.115228580 0.175315190 0.067341461
## BsmtHalfBath 0.0354319584 0.040941577 0.040161223 -0.025323758
## FullBath 0.1604428589 0.129434814 0.187703214 0.259977425
## HalfBath 0.1179694297 0.108147775 0.108080303 0.199740148
## BedroomAbvGr -0.0033624495 -0.032227098 0.046853773 0.093809572
## KitchenAbvGr -0.1274426936 -0.170502321 -0.090130273 -0.070090610
## KitchenQual -0.0848127615 -0.050970606 -0.160471102 -0.222063200
## TotRmsAbvGrd 0.0647030582 -0.003617630 0.165983884 0.234191588
## Functional 0.0385810227 0.046994404 -0.013248734 0.066679796
## Fireplaces 0.1816012785 0.140731946 0.200018796 0.169405327
## FireplaceQu 0.0390075292 0.041861738 -0.001359686 0.041054574
## GarageType -0.3939882193 -0.345565841 -0.236997685 -0.133788358
## GarageYrBlt 0.5430095808 0.340212394 0.117299078 0.049871170
## GarageFinish -0.0097866253 -0.075158564 -0.193666832 -0.180237238
## GarageCars 0.3901206791 0.284598386 0.226342138 0.213569446
## GarageArea 0.3774859336 0.284885031 0.224666307 0.241434672
## GarageQual 0.6183825956 0.313964091 0.094306320 0.022275272
## GarageCond 1.0000000000 0.340866131 0.117251497 0.067718926
## PavedDrive 0.3408661310 1.000000000 0.114857252 0.028198661
## WoodDeckSF 0.1172514970 0.114857252 1.000000000 0.058660609
## OpenPorchSF 0.0677189257 0.028198661 0.058660609 1.000000000
## EnclosedPorch -0.1231255719 -0.201696726 -0.125988888 -0.093079318
## X3SsnPorch 0.0180500058 0.020526778 -0.032770634 -0.005842499
## ScreenPorch 0.0750581743 0.050616671 -0.074181351 0.074303944
## PoolArea -0.0267668505 0.019903074 0.073378207 0.060762111
## PoolQC -0.0004904944 -0.018342224 -0.031901044 -0.031424448
## Fence 0.0289064110 0.016577693 -0.049331647 0.046945588
## MiscFeature -0.0276854064 0.016793130 0.033040917 0.004095401
## MiscVal 0.0011999991 -0.044721341 -0.009551228 -0.018583739
## MoSold 0.0121228971 0.017154305 0.021011044 0.071254885
## YrSold 0.0181638370 0.006555754 0.022270451 -0.057619360
## SaleType -0.0238961678 -0.032704087 0.061444352 -0.014846724
## SaleCondition 0.0873480633 0.071232589 0.058575179 0.061664944
## SalePrice 0.2467052744 0.231356952 0.324413445 0.315856227
## EnclosedPorch X3SsnPorch ScreenPorch PoolArea
## MSSubClass -0.012036622 -0.0438245492 -0.0260301767 0.008282708
## MSZoning 0.115508646 0.0003624064 0.0190887128 -0.003127669
## LotFrontage 0.010287213 0.0619452278 0.0376550774 0.180818578
## LotArea -0.018339734 0.0204228296 0.0431603777 0.077672392
## Street 0.023082388 0.0074734273 -0.0331600574 0.004412635
## Alley -0.065147608 0.0028734537 0.0036212294 0.001696611
## LotShape 0.078213163 -0.0364593330 -0.0530543202 -0.020050776
## LandContour -0.058742402 -0.0214037059 0.0038356218 -0.013098459
## Utilities -0.009407185 -0.0030457815 0.1023654827 -0.001798361
## LotConfig -0.070428978 -0.0304793825 -0.0046568199 -0.046797766
## LandSlope -0.008842974 0.0086942445 0.0529760430 -0.015504836
## Neighborhood 0.042775050 -0.0222687235 0.0187045198 -0.005925841
## Condition1 -0.079213052 0.0706102104 0.0110425241 0.008742482
## Condition2 0.013097814 -0.0036926388 -0.0085764825 -0.002180294
## BldgType -0.114726497 -0.0228446415 -0.0280456757 -0.028279760
## HouseStyle -0.065176370 -0.0269336517 -0.0253234686 0.076630139
## OverallQual -0.113936859 0.0303705671 0.0648863605 0.065165844
## OverallCond 0.070356184 0.0255036600 0.0548105288 -0.001984942
## YearBuilt -0.387267783 0.0313545131 -0.0503644345 0.004949728
## YearRemodAdd -0.193919147 0.0452858098 -0.0387400107 0.005829372
## RoofStyle -0.014672637 0.0224451801 0.0666668203 0.019928226
## RoofMatl -0.028917695 -0.0044895856 0.1010134348 0.061745978
## Exterior1st -0.023293983 -0.0370863428 -0.0469519216 -0.001366395
## Exterior2nd -0.016480406 -0.0175652443 -0.0201622177 -0.017545309
## MasVnrType 0.043432381 -0.0313558265 -0.0304544702 0.007507782
## MasVnrArea -0.109906398 0.0191469797 0.0622548234 0.011930270
## ExterQual 0.119982322 -0.0351611667 -0.0147199268 -0.034193227
## ExterCond -0.066488342 0.0108084716 -0.0167855518 -0.033260298
## Foundation -0.207262757 0.0503839921 -0.0672879437 -0.001190331
## BsmtQual 0.176992749 -0.0198812070 0.0076094106 -0.020238659
## BsmtCond -0.053798976 0.0289945158 0.0290673531 0.022352641
## BsmtExposure 0.099819523 0.0151515313 -0.0132200475 -0.055448609
## BsmtFinType1 0.101855991 -0.0449991095 -0.0278790162 -0.035211136
## BsmtFinSF1 -0.102303306 0.0264505062 0.0620206227 0.140491286
## BsmtFinType2 -0.042907338 0.0098506564 -0.0209156560 -0.047922439
## BsmtFinSF2 0.036543339 -0.0299933980 0.0888712514 0.041709055
## BsmtUnfSF -0.002537855 0.0207640057 -0.0125792734 -0.035092241
## TotalBsmtSF -0.095477737 0.0373837273 0.0844889859 0.126053132
## Heating 0.074074952 -0.0143150880 0.0001986467 -0.008452247
## HeatingQC 0.093825619 -0.0543493348 0.0558056958 0.027532993
## CentralAir -0.156913165 0.0306917655 0.0512062381 0.018121746
## Electrical -0.139910829 0.0063611260 0.0054755161 0.020772620
## X1stFlrSF -0.065291701 0.0561043745 0.0887580726 0.131524976
## X2ndFlrSF 0.061988691 -0.0243576484 0.0406064476 0.081486878
## LowQualFinSF 0.061081238 -0.0042956104 0.0267994130 0.062157372
## GrLivArea 0.009113210 0.0206431897 0.1015103957 0.170205336
## BsmtFullBath -0.049910649 -0.0001060915 0.0231477258 0.067615556
## BsmtHalfBath -0.008555334 0.0351136309 0.0321214072 0.020024630
## FullBath -0.115092963 0.0353530166 -0.0081060933 0.049603826
## HalfBath -0.095316526 -0.0049724884 0.0724258452 0.022381498
## BedroomAbvGr 0.041570435 -0.0244777964 0.0442996911 0.070702584
## KitchenAbvGr 0.037312385 -0.0246003587 -0.0516133661 -0.014525116
## KitchenQual 0.070794467 -0.0106494938 -0.0266124334 -0.058821243
## TotRmsAbvGrd 0.004151299 -0.0066832410 0.0593825996 0.083757350
## Functional -0.044125919 0.0197573257 -0.0121674487 0.017583549
## Fireplaces -0.024821869 0.0112572390 0.1845302695 0.095073522
## FireplaceQu -0.012526261 -0.0092397058 0.0152476979 -0.024534952
## GarageType 0.191853608 -0.0633612377 -0.0612223505 -0.034733444
## GarageYrBlt -0.076814057 0.0294005601 0.0614180331 0.015858433
## GarageFinish 0.156271042 -0.0029874375 -0.0038583210 -0.021121547
## GarageCars -0.151434160 0.0357652851 0.0504937919 0.020933531
## GarageArea -0.121776720 0.0350867002 0.0514117624 0.061047272
## GarageQual -0.123734579 -0.0004793936 -0.0020893140 -0.020343544
## GarageCond -0.123125572 0.0180500058 0.0750581743 -0.026766851
## PavedDrive -0.201696726 0.0205267783 0.0506166707 0.019903074
## WoodDeckSF -0.125988888 -0.0327706336 -0.0741813512 0.073378207
## OpenPorchSF -0.093079318 -0.0058424993 0.0743039439 0.060762111
## EnclosedPorch 1.000000000 -0.0373052828 -0.0828642448 0.054202562
## X3SsnPorch -0.037305283 1.0000000000 -0.0314358470 -0.007991549
## ScreenPorch -0.082864245 -0.0314358470 1.0000000000 0.051307395
## PoolArea 0.054202562 -0.0079915489 0.0513073945 1.000000000
## PoolQC -0.109238110 0.0073648312 -0.0597760277 -0.884250302
## Fence -0.070243732 0.0030468802 -0.0074797329 -0.158309556
## MiscFeature 0.025545490 0.0185741511 0.0631255372 0.058607320
## MiscVal 0.018360600 0.0003539653 0.0319457608 0.029668651
## MoSold -0.028887266 0.0294737952 0.0232169918 -0.033736640
## YrSold -0.009915937 0.0186449254 0.0106941060 -0.059688932
## SaleType -0.020610686 -0.0087278419 0.0051003055 0.011097024
## SaleCondition -0.098387859 0.0043793033 -0.0200947704 -0.067251260
## SalePrice -0.128577958 0.0445836653 0.1114465711 0.092403549
## PoolQC Fence MiscFeature MiscVal
## MSSubClass -0.0052207768 0.086359590 -0.046881362 -0.0076832913
## MSZoning 0.0028823888 -0.061289163 -0.005553386 0.0092931808
## LotFrontage -0.1919016560 -0.036420558 0.008677026 -0.0002553644
## LotArea -0.0651672444 0.036030737 0.106135058 0.0380676920
## Street -0.0040665847 -0.029385599 -0.160748444 -0.0227330161
## Alley -0.0015635588 0.044473220 -0.054428357 -0.0138811639
## LotShape 0.0181556563 -0.045632523 -0.008089970 -0.0420613352
## LandContour 0.0007307897 -0.043772677 0.011668397 0.0209119783
## Utilities 0.0016573291 0.011976047 -0.004868864 -0.0022956812
## LotConfig 0.0547857636 0.058066510 -0.015820889 -0.0184274827
## LandSlope 0.0142889068 0.048262690 0.051377033 -0.0035184096
## Neighborhood -0.0050006107 0.007780649 -0.020049575 0.0017426007
## Condition1 -0.0033114550 0.046478811 0.012338566 -0.0114535563
## Condition2 0.0020093095 0.019406187 -0.041456697 0.1268137402
## BldgType 0.0260619890 0.132866384 -0.062729678 -0.0095831728
## HouseStyle -0.0598970011 -0.003069240 -0.039391235 -0.0409034913
## OverallQual -0.0799865404 0.145442375 -0.086612551 -0.0314062105
## OverallCond 0.0239862362 -0.155289102 0.064373683 0.0687768061
## YearBuilt 0.0047549155 0.201083386 -0.074772461 -0.0343831387
## YearRemodAdd -0.0140968295 0.139732279 -0.084440894 -0.0102862488
## RoofStyle -0.0330572464 0.011088012 -0.016407195 0.0968023120
## RoofMatl -0.0164282854 -0.035418706 -0.023395112 -0.0110308528
## Exterior1st -0.0089566682 0.100080624 -0.011572823 -0.0163379956
## Exterior2nd 0.0184589014 0.084308695 -0.017330634 -0.0147823813
## MasVnrType -0.0007115381 0.070233234 -0.014978694 0.0033975877
## MasVnrArea -0.0005807917 0.080810118 -0.042246918 -0.0295090759
## ExterQual 0.0281920643 -0.210469955 0.025181770 0.0101656262
## ExterCond 0.0301958352 0.090263067 0.009842223 -0.0749324567
## Foundation -0.0124380249 0.148703397 -0.030735757 -0.0046283326
## BsmtQual 0.0206509503 -0.230211696 0.060230102 0.0303249480
## BsmtCond -0.0205996897 -0.032217300 0.002326311 -0.0042574262
## BsmtExposure 0.0335719786 -0.063349752 0.037391005 0.0182297194
## BsmtFinType1 0.0409992429 0.023739745 -0.038573511 -0.0393571182
## BsmtFinSF1 -0.1356471500 0.013768025 -0.007804933 0.0035714735
## BsmtFinType2 0.0634064302 0.139350358 -0.043386836 -0.0143415428
## BsmtFinSF2 -0.0494876854 -0.114088668 -0.013399001 0.0049397812
## BsmtUnfSF 0.0446607476 0.135093796 -0.052696559 -0.0238366451
## TotalBsmtSF -0.1142398148 0.108428941 -0.066117730 -0.0184789224
## Heating 0.0077894004 0.009105760 -0.010400824 -0.0054063325
## HeatingQC -0.0112052125 -0.189117243 0.031370805 0.0192985315
## CentralAir -0.0167005925 -0.020636105 -0.003195846 -0.0024779063
## Electrical -0.0191435780 0.009767872 0.028206189 0.0230794115
## X1stFlrSF -0.1132277962 0.064381704 -0.044408326 -0.0210957195
## X2ndFlrSF -0.1129758535 0.032994803 -0.016655726 0.0161968746
## LowQualFinSF -0.1102047775 -0.045356401 0.025521662 -0.0037928708
## GrLivArea -0.1873488511 0.070577286 -0.044145264 -0.0024156396
## BsmtFullBath -0.0701296614 -0.038393515 0.007242821 -0.0230470249
## BsmtHalfBath -0.0459486326 -0.014322455 0.032318345 -0.0073665245
## FullBath -0.0676785864 0.178698578 -0.050392507 -0.0142898450
## HalfBath -0.0292788418 0.048858103 -0.042746929 0.0012901448
## BedroomAbvGr -0.0760524390 -0.043110340 0.012395423 0.0077669720
## KitchenAbvGr 0.0133860193 0.050768694 -0.005886175 0.0623407240
## KitchenQual 0.0669899979 -0.137522219 0.061433691 0.0369698472
## TotRmsAbvGrd -0.0877169926 0.033634341 -0.027536327 0.0247628842
## Functional -0.0162046023 0.085122231 -0.061446990 -0.0199726586
## Fireplaces -0.0909080002 0.021804378 0.005959120 0.0014086054
## FireplaceQu 0.0214445178 -0.026353892 0.085423462 0.0455487132
## GarageType 0.0184272337 -0.032051856 0.008530227 -0.0036758301
## GarageYrBlt -0.0139948838 0.005355230 0.002288194 -0.0066684436
## GarageFinish 0.0179753301 -0.149852676 0.034704968 0.0121521602
## GarageCars -0.0327703690 0.139430326 -0.050477438 -0.0430801281
## GarageArea -0.0678785323 0.113860517 -0.032875534 -0.0273999144
## GarageQual -0.0037196332 0.013369158 -0.047874476 -0.0039127145
## GarageCond -0.0004904944 0.028906411 -0.027685406 0.0011999991
## PavedDrive -0.0183422242 0.016577693 0.016793130 -0.0447213415
## WoodDeckSF -0.0319010444 -0.049331647 0.033040917 -0.0095512282
## OpenPorchSF -0.0314244481 0.046945588 0.004095401 -0.0185837390
## EnclosedPorch -0.1092381103 -0.070243732 0.025545490 0.0183606001
## X3SsnPorch 0.0073648312 0.003046880 0.018574151 0.0003539653
## ScreenPorch -0.0597760277 -0.007479733 0.063125537 0.0319457608
## PoolArea -0.8842503024 -0.158309556 0.058607320 0.0296686509
## PoolQC 1.0000000000 0.141976927 -0.066774140 -0.0337236043
## Fence 0.1419769271 1.000000000 -0.125842934 -0.0255497881
## MiscFeature -0.0667741398 -0.125842934 1.000000000 0.1845063408
## MiscVal -0.0337236043 -0.025549788 0.184506341 1.0000000000
## MoSold 0.0363682551 -0.009891608 0.013957241 -0.0064945502
## YrSold 0.0609040477 -0.035366042 0.057708499 0.0049062625
## SaleType -0.0136543153 -0.011988828 -0.007633116 0.0146726151
## SaleCondition 0.0974254720 0.100675352 -0.008073855 0.0130273915
## SalePrice -0.1260697386 0.140640344 -0.066316149 -0.0211895796
## MoSold YrSold SaleType SaleCondition
## MSSubClass -0.013584643 -0.021407038 1.077942e-02 -0.024939578
## MSZoning -0.031495776 -0.020627570 9.629114e-02 0.009493514
## LotFrontage 0.010450683 0.006380433 -3.150734e-02 0.058856924
## LotArea 0.001204988 -0.014261407 1.206805e-02 0.034169085
## Street 0.003690034 -0.025043235 2.097869e-02 0.006063866
## Alley -0.011273729 0.015175965 -4.245054e-03 -0.000162265
## LotShape -0.033454605 0.036448622 -6.061319e-05 -0.038118472
## LandContour -0.011598519 0.020506921 -2.195503e-02 0.033809229
## Utilities -0.051551660 0.023352538 -1.259950e-01 -0.089700676
## LotConfig 0.018902253 -0.005992403 1.886988e-02 0.051579019
## LandSlope 0.007071687 -0.002304632 5.504348e-02 -0.043094801
## Neighborhood 0.018733204 0.038822909 -3.439160e-02 0.010168137
## Condition1 -0.009868314 -0.009819076 -6.289875e-03 0.057746921
## Condition2 0.004048698 -0.021494712 6.585328e-03 0.045074267
## BldgType -0.025764380 0.002005923 -3.917400e-02 -0.003530339
## HouseStyle 0.025728148 -0.018005097 5.202692e-02 0.022753439
## OverallQual 0.070815172 -0.027346708 -5.393970e-02 0.193702553
## OverallCond -0.003510839 0.043949746 1.033604e-01 0.017758290
## YearBuilt 0.012398471 -0.013617680 -5.389691e-02 0.201044263
## YearRemodAdd 0.021490002 0.035743247 1.956448e-02 0.221686587
## RoofStyle 0.009767433 0.019384628 -2.957674e-02 0.065945774
## RoofMatl 0.034523207 -0.029056958 1.168617e-02 -0.045475355
## Exterior1st -0.004962085 -0.040181424 1.404146e-02 0.062551776
## Exterior2nd -0.017662141 -0.034780649 2.222961e-02 0.068723503
## MasVnrType 0.003180062 0.063066575 -3.014596e-02 0.079443569
## MasVnrArea -0.006730696 -0.008317831 -5.650096e-02 0.086626257
## ExterQual -0.024719865 -0.036299545 9.265648e-02 -0.188570820
## ExterCond 0.019477749 -0.033618743 1.033839e-02 0.054231506
## Foundation -0.001891673 0.009057715 1.394860e-02 0.140357616
## BsmtQual -0.009038857 0.025804461 4.287666e-02 -0.187099275
## BsmtCond -0.022375460 0.068967640 3.367371e-02 0.023942152
## BsmtExposure -0.026060703 0.059531600 -3.708105e-03 -0.072671910
## BsmtFinType1 0.039352292 -0.049659119 -5.335826e-02 0.003664000
## BsmtFinSF1 -0.015726948 0.014358922 6.861387e-03 0.032855050
## BsmtFinType2 0.031902111 -0.033994247 -3.097741e-02 0.039735831
## BsmtFinSF2 -0.015210738 0.031705637 -1.888108e-02 -0.059092388
## BsmtUnfSF 0.034888443 -0.041258195 -9.086870e-02 0.097720494
## TotalBsmtSF 0.013196179 -0.014968648 -9.133304e-02 0.110853092
## Heating -0.013796975 0.011829968 1.337834e-02 0.006668521
## HeatingQC -0.001752828 0.008846283 -1.578582e-02 -0.169886356
## CentralAir 0.009845525 -0.009419641 -2.827951e-03 0.071165830
## Electrical -0.008591883 0.034612783 1.188243e-02 0.102179303
## X1stFlrSF 0.031371560 -0.013603771 -1.114716e-01 0.075892560
## X2ndFlrSF 0.035164427 -0.028699914 5.384159e-02 0.037851079
## LowQualFinSF -0.022173961 -0.028920880 9.993993e-03 -0.070760347
## GrLivArea 0.050239681 -0.036525820 -3.635576e-02 0.080729216
## BsmtFullBath -0.025360894 0.067049138 2.669326e-02 0.011386125
## BsmtHalfBath 0.032872705 -0.046523882 7.714271e-03 -0.059263890
## FullBath 0.055872129 -0.019668841 -3.141178e-02 0.143863620
## HalfBath -0.009049888 -0.010268669 3.242877e-02 0.072134639
## BedroomAbvGr 0.046543860 -0.036013893 3.787699e-02 -0.017357750
## KitchenAbvGr 0.026588907 0.031687207 -1.325644e-02 -0.066113482
## KitchenQual -0.038071660 -0.009706414 3.874087e-02 -0.134391067
## TotRmsAbvGrd 0.036907077 -0.034516354 -3.950901e-02 0.070659752
## Functional 0.031783293 -0.015505773 -1.232160e-02 0.022892335
## Fireplaces 0.046357102 -0.024095565 1.901547e-02 0.105617690
## FireplaceQu -0.030877980 0.007772431 8.415931e-02 -0.052596754
## GarageType -0.003178686 0.008710949 4.149774e-02 -0.138910420
## GarageYrBlt 0.019150743 -0.011133802 -2.682227e-02 0.136211885
## GarageFinish 0.013816500 -0.008732797 2.974591e-02 -0.107787848
## GarageCars 0.040521730 -0.039116904 -7.035505e-02 0.184942741
## GarageArea 0.027973800 -0.027377940 -9.364230e-02 0.181284212
## GarageQual 0.019821476 0.030846824 -3.860974e-02 0.103912867
## GarageCond 0.012122897 0.018163837 -2.389617e-02 0.087348063
## PavedDrive 0.017154305 0.006555754 -3.270409e-02 0.071232589
## WoodDeckSF 0.021011044 0.022270451 6.144435e-02 0.058575179
## OpenPorchSF 0.071254885 -0.057619360 -1.484672e-02 0.061664944
## EnclosedPorch -0.028887266 -0.009915937 -2.061069e-02 -0.098387859
## X3SsnPorch 0.029473795 0.018644925 -8.727842e-03 0.004379303
## ScreenPorch 0.023216992 0.010694106 5.100306e-03 -0.020094770
## PoolArea -0.033736640 -0.059688932 1.109702e-02 -0.067251260
## PoolQC 0.036368255 0.060904048 -1.365432e-02 0.097425472
## Fence -0.009891608 -0.035366042 -1.198883e-02 0.100675352
## MiscFeature 0.013957241 0.057708499 -7.633116e-03 -0.008073855
## MiscVal -0.006494550 0.004906262 1.467262e-02 0.013027392
## MoSold 1.000000000 -0.145721413 -4.669413e-02 0.013320330
## YrSold -0.145721413 1.000000000 -7.908656e-03 0.003880426
## SaleType -0.046694131 -0.007908656 1.000000e+00 0.178977677
## SaleCondition 0.013320330 0.003880426 1.789777e-01 1.000000000
## SalePrice 0.046432245 -0.028922585 -5.036954e-02 0.213092030
## SalePrice
## MSSubClass -0.084284135
## MSZoning -0.166872203
## LotFrontage 0.334770853
## LotArea 0.263843354
## Street 0.041035536
## Alley 0.083121121
## LotShape -0.255579870
## LandContour 0.015453242
## Utilities -0.014314296
## LotConfig -0.067396023
## LandSlope 0.051152248
## Neighborhood 0.170941316
## Condition1 0.091154912
## Condition2 0.007512734
## BldgType -0.085590608
## HouseStyle 0.180162623
## OverallQual 0.790981601
## OverallCond -0.077855894
## YearBuilt 0.522897333
## YearRemodAdd 0.507100967
## RoofStyle 0.222405292
## RoofMatl 0.132383112
## Exterior1st 0.103551011
## Exterior2nd 0.103765537
## MasVnrType 0.018215771
## MasVnrArea 0.472585060
## ExterQual -0.636883694
## ExterCond 0.117302657
## Foundation 0.382478991
## BsmtQual -0.593733919
## BsmtCond 0.091503032
## BsmtExposure -0.309042835
## BsmtFinType1 -0.098734368
## BsmtFinSF1 0.386419806
## BsmtFinType2 0.072717495
## BsmtFinSF2 -0.011378121
## BsmtUnfSF 0.214479106
## TotalBsmtSF 0.613580552
## Heating -0.098812076
## HeatingQC -0.400177543
## CentralAir 0.251328164
## Electrical 0.234944941
## X1stFlrSF 0.605852185
## X2ndFlrSF 0.319333803
## LowQualFinSF -0.025606130
## GrLivArea 0.708624478
## BsmtFullBath 0.227122233
## BsmtHalfBath -0.016844154
## FullBath 0.560663763
## HalfBath 0.284107676
## BedroomAbvGr 0.168213154
## KitchenAbvGr -0.135907371
## KitchenQual -0.589188778
## TotRmsAbvGrd 0.533723156
## Functional 0.115327917
## Fireplaces 0.466928837
## FireplaceQu -0.097176387
## GarageType -0.415283068
## GarageYrBlt 0.261354242
## GarageFinish -0.425684254
## GarageCars 0.640409197
## GarageArea 0.623431439
## GarageQual 0.205962829
## GarageCond 0.246705274
## PavedDrive 0.231356952
## WoodDeckSF 0.324413445
## OpenPorchSF 0.315856227
## EnclosedPorch -0.128577958
## X3SsnPorch 0.044583665
## ScreenPorch 0.111446571
## PoolArea 0.092403549
## PoolQC -0.126069739
## Fence 0.140640344
## MiscFeature -0.066316149
## MiscVal -0.021189580
## MoSold 0.046432245
## YrSold -0.028922585
## SaleType -0.050369536
## SaleCondition 0.213092030
## SalePrice 1.000000000
corrplot(cor(trainNorm))
PCA for further attribute analysis
library(factoextra)
## Warning: package 'factoextra' was built under R version 4.0.3
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
train.pca <- prcomp(trainNorm, scale = TRUE, center = TRUE)
fviz_eig(train.pca)
test.pca <- prcomp(testNorm, scale = TRUE, center = TRUE)
fviz_eig(test.pca)
library(MASS)
## Warning: package 'MASS' was built under R version 4.0.3
##
## Attaching package: 'MASS'
## The following object is masked from 'package:dplyr':
##
## select
library(leaps)
## Warning: package 'leaps' was built under R version 4.0.3
model_train <- lm(SalePrice ~ ., data = data.frame(trainNorm))
full <- lm(SalePrice ~ ., data = data.frame(trainNorm))
null <- lm(SalePrice ~ 1, data = data.frame(trainNorm))
#Tried attributute valuation with stepwise regression. Too big.
#stepF <- stepAIC(null, scope = list(lower=null, upper=full), direction = "forward", trace = TRUE)
#subsets <- regsubsets(SalePrice~ ., data = data.frame(trainNorm), nbest = 1, nvmax = 10, really.big = TRUE)
#sub.sum <- summary(subsets)
#as.data.frame(sub.sum$outmat)
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